schema_version stringclasses 1
value | event dict | organization dict | identity_context dict | vulnerability dict | tenant_context dict | facility_context dict | portfolio_context dict | telemetry_stream listlengths 6 12 | detection dict | forecast dict | impact dict | response dict | simulation dict |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-101400",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T03:22:00Z",
"trace_id": "035c1c80-a225-4a0b-b087-ef826ceada1b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.384,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.355,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.23,
"battery_mwh": 8.96,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-1FCC2BC586",
"grid_service_limit_mw": 23.17,
"gross_sqft": 995994,
"infill_site": true,
"lease_expiry_months": 70,
"occu... | {
"capital_availability": 0.662,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.317,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.428,
"nearby_nodes": 3,
"network_redundancy_score": 0.491,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 92.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.75,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.6,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 88.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 5.78,
"rent_growth_90d_pct": 6.55,
"tenant_expansion_probability": 0.739
} | {
"annualized_noi_impact_usd": 307794,
"annualized_revenue_impact_usd": 397930,
"cap_rate_pressure_pct": 0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 503334,
"expansion_capture_probability_post_event": 0.699,
"lease_rate_change_pct": 4.89,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.21
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.22
},
{
"action": "raise... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.226,
"capital_availability": 0.662,
"demand_pressure": 0.991,
"entitlement_friction": 0.428,
"labor_shortage": 0.774,
"portfolio_tightness": 0.519,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.727,
"id": "FORGE-101401",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T05:10:00Z",
"trace_id": "33bd8c8f-8013-4597-89b1-113ffe052bc2"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.295,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.056,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.57,
"battery_mwh": 9.42,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-A5ACF897B5",
"grid_service_limit_mw": 12.19,
"gross_sqft": 1258581,
"infill_site": true,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.567,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.627,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.53,
"nearby_nodes": 2,
"network_redundancy_score": 0.735,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 32.8,
"dock_utilization_pct": 82.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 61.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.654,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.08,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.2,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 2.82,
"rent_growth_90d_pct": 2.56,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 180664,
"annualized_revenue_impact_usd": 280929,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 578796,
"expansion_capture_probability_post_event": 0.577,
"lease_rate_change_pct": 1.41,
"occupancy_shift": 0.028,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.32
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.73
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.455,
"capital_availability": 0.567,
"demand_pressure": 0.459,
"entitlement_friction": 0.53,
"labor_shortage": 0.624,
"portfolio_tightness": 0.538,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.721,
"id": "FORGE-101402",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T08:32:00Z",
"trace_id": "f8679ca7-f16f-4602-b214-8b11032bce75"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.141,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.143,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.75,
"battery_mwh": 6.82,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-DDAF481693",
"grid_service_limit_mw": 26.77,
"gross_sqft": 527733,
"infill_site": false,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.639,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.75,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.626,
"nearby_nodes": 3,
"network_redundancy_score": 0.73,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.6,
"dock_utilization_pct": 82.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.662,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.31,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 2.48,
"rent_growth_90d_pct": 1.48,
"tenant_expansion_probability": 0.441
} | {
"annualized_noi_impact_usd": 10569,
"annualized_revenue_impact_usd": 16828,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 520183,
"expansion_capture_probability_post_event": 0.4,
"lease_rate_change_pct": -0.78,
"occupancy_shift": 0.026,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.78
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 25.34
},
{
"action": "activate_temp_labor",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.654,
"capital_availability": 0.639,
"demand_pressure": 0.465,
"entitlement_friction": 0.626,
"labor_shortage": 0.75,
"portfolio_tightness": 0.54,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-101403",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:47:00Z",
"trace_id": "e8f9b3d3-774c-4809-8389-a5f6a3005bfe"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.33,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.422,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.4,
"battery_mwh": 1.33,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-8664EF5C81",
"grid_service_limit_mw": 16.01,
"gross_sqft": 1095082,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.808,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.786,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.546,
"nearby_nodes": 4,
"network_redundancy_score": 0.846,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.3,
"dock_utilization_pct": 84.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 61.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.704,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.98,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.8,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 4.23,
"rent_growth_90d_pct": 3.45,
"tenant_expansion_probability": 0.688
} | {
"annualized_noi_impact_usd": 373265,
"annualized_revenue_impact_usd": 569069,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 461488,
"expansion_capture_probability_post_event": 0.633,
"lease_rate_change_pct": 1.77,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.91
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.44
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.117,
"capital_availability": 0.808,
"demand_pressure": 0.575,
"entitlement_friction": 0.546,
"labor_shortage": 0.878,
"portfolio_tightness": 0.584,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-101404",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T07:27:00Z",
"trace_id": "7f93e3b6-0e9e-4952-a64b-512d227425dc"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.142,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.465,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.6,
"battery_mwh": 7.51,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-E02099F09D",
"grid_service_limit_mw": 23,
"gross_sqft": 1199604,
"infill_site": false,
"lease_expiry_months": 12,
"... | {
"capital_availability": 0.118,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.345,
"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.504,
"nearby_nodes": 8,
"network_redundancy_score": 0.388,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 77.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.6,
"dock_utilization_pct": 80.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 68.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.21,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 0.51,
"rent_growth_90d_pct": 2.77,
"tenant_expansion_probability": 0.303
} | {
"annualized_noi_impact_usd": -188042,
"annualized_revenue_impact_usd": -305654,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 560372,
"expansion_capture_probability_post_event": 0.194,
"lease_rate_change_pct": -0.22,
"occupancy_shift": -0.017,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.65
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.52
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.341,
"capital_availability": 0.118,
"demand_pressure": 0.383,
"entitlement_friction": 0.504,
"labor_shortage": 0.729,
"portfolio_tightness": 0.46,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-101405",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T07:18:00Z",
"trace_id": "05eb199b-a043-4436-a892-a69de7c003c7"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.259,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.426,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.8,
"battery_mwh": 10.63,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 36,
"facility_id": "FAC-41DB85CA44",
"grid_service_limit_mw": 19.4,
"gross_sqft": 368169,
"infill_site": false,
"lease_expiry_months": 72,
"... | {
"capital_availability": 0.695,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.467,
"cross_node_rebalancing_capacity_pct": 0.216,
"entitlement_friction": 0.185,
"nearby_nodes": 4,
"network_redundancy_score": 0.379,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 92,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 90.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.851,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 4.15,
"rent_growth_90d_pct": 3.35,
"tenant_expansion_probability": 0.432
} | {
"annualized_noi_impact_usd": 6207,
"annualized_revenue_impact_usd": 9516,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 674961,
"expansion_capture_probability_post_event": 0.329,
"lease_rate_change_pct": 1.27,
"occupancy_shift": 0.003,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.59
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.65
},
{
"action": "offer... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.401,
"capital_availability": 0.695,
"demand_pressure": 0.853,
"entitlement_friction": 0.185,
"labor_shortage": 0.615,
"portfolio_tightness": 0.583,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-101406",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:01:00Z",
"trace_id": "3eccd8bf-9a24-4ed5-817c-5e070c173acc"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.323,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.225,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.26,
"battery_mwh": 0.56,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-36DFE2BB88",
"grid_service_limit_mw": 14.38,
"gross_sqft": 809351,
"infill_site": false,
"lease_expiry_months": 15,
"occ... | {
"capital_availability": 0.335,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.425,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.103,
"nearby_nodes": 6,
"network_redundancy_score": 0.665,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 942295... | [
{
"appointment_fill_pct": 77.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.9,
"dock_utilization_pct": 83.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.98,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.2,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 0.81,
"rent_growth_90d_pct": 2.09,
"tenant_expansion_probability": 0.534
} | {
"annualized_noi_impact_usd": 56597,
"annualized_revenue_impact_usd": 91314,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 367819,
"expansion_capture_probability_post_event": 0.466,
"lease_rate_change_pct": 1.49,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.53
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.72
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.512,
"capital_availability": 0.335,
"demand_pressure": 0.57,
"entitlement_friction": 0.103,
"labor_shortage": 0.815,
"portfolio_tightness": 0.35,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-101407",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:57:00Z",
"trace_id": "d4c3031e-5feb-487c-89bb-b976ac6cae65"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.171,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.191,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.49,
"battery_mwh": 11.5,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 55,
"facility_id": "FAC-6EAF8C649D",
"grid_service_limit_mw": 26.77,
"gross_sqft": 551735,
"infill_site": false,
"lease_expiry_months": 72,
"occu... | {
"capital_availability": 0.189,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.634,
"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.617,
"nearby_nodes": 4,
"network_redundancy_score": 0.448,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 75.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.4,
"dock_utilization_pct": 80.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.23,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.1,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 0.95,
"rent_growth_90d_pct": 3,
"tenant_expansion_probability": 0.317
} | {
"annualized_noi_impact_usd": -42098,
"annualized_revenue_impact_usd": -54897,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 641700,
"expansion_capture_probability_post_event": 0.183,
"lease_rate_change_pct": -0.41,
"occupancy_shift": -0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.56
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.58
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.346,
"capital_availability": 0.189,
"demand_pressure": 0.374,
"entitlement_friction": 0.617,
"labor_shortage": 0.789,
"portfolio_tightness": 0.538,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-101408",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T03:10:00Z",
"trace_id": "a3108ab4-8dad-44c2-8f2d-f6ae149da6bb"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.379,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.344,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.45,
"battery_mwh": 2.31,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 72,
"facility_id": "FAC-990FCA9906",
"grid_service_limit_mw": 16.67,
"gross_sqft": 725807,
"infill_site": true,
"lease_expiry_months": 54,
"... | {
"capital_availability": 0.597,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.69,
"cross_node_rebalancing_capacity_pct": 0.124,
"entitlement_friction": 0.315,
"nearby_nodes": 8,
"network_redundancy_score": 0.33,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 162... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.4,
"dock_utilization_pct": 84.9,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 84.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.67,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.8,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 1.25,
"rent_growth_90d_pct": 2.93,
"tenant_expansion_probability": 0.524
} | {
"annualized_noi_impact_usd": -1352,
"annualized_revenue_impact_usd": -2071,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 613124,
"expansion_capture_probability_post_event": 0.419,
"lease_rate_change_pct": 1.97,
"occupancy_shift": -0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.86
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.61
},
{
"action": "reb... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.625,
"capital_availability": 0.597,
"demand_pressure": 0.618,
"entitlement_friction": 0.315,
"labor_shortage": 0.575,
"portfolio_tightness": 0.426,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.734,
"id": "FORGE-101409",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T05:43:00Z",
"trace_id": "8dfe5748-d366-4ea1-a535-38a28119c24e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.015,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.266,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.58,
"battery_mwh": 10.57,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-12F6DC956D",
"grid_service_limit_mw": 20.52,
"gross_sqft": 824907,
"infill_site": true,
"lease_expiry_months": 58,
"occ... | {
"capital_availability": 0.4,
"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.453,
"cross_node_rebalancing_capacity_pct": 0.054,
"entitlement_friction": 0.63,
"nearby_nodes": 5,
"network_redundancy_score": 0.65,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 96572,
"... | [
{
"appointment_fill_pct": 74.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 31.6,
"dock_utilization_pct": 81.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 35.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.644,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.06,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 1.85,
"rent_growth_90d_pct": 2.69,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -23457,
"annualized_revenue_impact_usd": -38567,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 469040,
"expansion_capture_probability_post_event": 0.24,
"lease_rate_change_pct": -0.77,
"occupancy_shift": 0.016,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 24.45
},
{
"action": "monitor_and_stage",
"reason":... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.662,
"capital_availability": 0.4,
"demand_pressure": 0.409,
"entitlement_friction": 0.63,
"labor_shortage": 0.654,
"portfolio_tightness": 0.498,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-101410",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T05:07:00Z",
"trace_id": "4ec4fca0-bee5-490b-95e2-41a808c8f1d0"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.133,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.367,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.2,
"battery_mwh": 10.96,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-EA7FB89E23",
"grid_service_limit_mw": 15.49,
"gross_sqft": 1172749,
"infill_site": false,
"lease_expiry_months": 46,
"o... | {
"capital_availability": 0.352,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.52,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.78,
"nearby_nodes": 8,
"network_redundancy_score": 0.558,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.2,
"dock_utilization_pct": 84.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.693,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.59,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.84,
"rent_growth_90d_pct": 3.16,
"tenant_expansion_probability": 0.44
} | {
"annualized_noi_impact_usd": 44869,
"annualized_revenue_impact_usd": 60404,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 434417,
"expansion_capture_probability_post_event": 0.389,
"lease_rate_change_pct": 0.06,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.84
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.86
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.613,
"capital_availability": 0.352,
"demand_pressure": 0.562,
"entitlement_friction": 0.78,
"labor_shortage": 0.88,
"portfolio_tightness": 0.541,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-101411",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T06:13:00Z",
"trace_id": "f7ef5962-b63f-4b5b-9156-8915d5d4ebda"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.016,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.316,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.3,
"battery_mwh": 12.05,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-DE8A2F3912",
"grid_service_limit_mw": 20.44,
"gross_sqft": 1340421,
"infill_site": true,
"lease_expiry_months": 15,
"oc... | {
"capital_availability": 0.617,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.779,
"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.284,
"nearby_nodes": 7,
"network_redundancy_score": 0.322,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.2,
"dock_utilization_pct": 80.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 37.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 11.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.655,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.19,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.2,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 2.61,
"rent_growth_90d_pct": 1.45,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -64769,
"annualized_revenue_impact_usd": -103338,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 523909,
"expansion_capture_probability_post_event": 0.257,
"lease_rate_change_pct": -1.77,
"occupancy_shift": 0.011,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.14
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 26.05
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.402,
"capital_availability": 0.617,
"demand_pressure": 0.343,
"entitlement_friction": 0.284,
"labor_shortage": 0.788,
"portfolio_tightness": 0.538,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-101412",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T07:21:00Z",
"trace_id": "6c7c04f0-afe5-40fb-9c0b-79f7485a7862"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.291,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.081,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.47,
"battery_mwh": 5.25,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-B79CF39CFB",
"grid_service_limit_mw": 19.09,
"gross_sqft": 523020,
"infill_site": false,
"lease_expiry_months": 23,
"occ... | {
"capital_availability": 0.16,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.751,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.327,
"nearby_nodes": 5,
"network_redundancy_score": 0.335,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53.2,
"dock_utilization_pct": 85.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 46.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.8,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 2.69,
"rent_growth_90d_pct": 2.04,
"tenant_expansion_probability": 0.539... | {
"annualized_noi_impact_usd": 9637,
"annualized_revenue_impact_usd": 15610,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 420174,
"expansion_capture_probability_post_event": 0.449,
"lease_rate_change_pct": 0.55,
"occupancy_shift": 0.019,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.34
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.33
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.406,
"capital_availability": 0.16,
"demand_pressure": 0.635,
"entitlement_friction": 0.327,
"labor_shortage": 0.991,
"portfolio_tightness": 0.559,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-101413",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T08:19:00Z",
"trace_id": "ecda86b2-0550-47e3-a4b6-7d5a28c82433"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.27,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.212,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.53,
"battery_mwh": 1.75,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 60,
"facility_id": "FAC-90E2E0BE4A",
"grid_service_limit_mw": 19.6,
"gross_sqft": 602486,
"infill_site": false,
"lease_expiry_months": 8,
"o... | {
"capital_availability": 0.269,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.276,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.64,
"nearby_nodes": 2,
"network_redundancy_score": 0.765,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45,
"dock_utilization_pct": 85.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.1,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.19,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.95,
"rent_growth_90d_pct": 3.36,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 3363,
"annualized_revenue_impact_usd": 4719,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 656312,
"expansion_capture_probability_post_event": 0.316,
"lease_rate_change_pct": 0.9,
"occupancy_shift": 0.003,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.65
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.06
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.373,
"capital_availability": 0.269,
"demand_pressure": 0.62,
"entitlement_friction": 0.64,
"labor_shortage": 0.697,
"portfolio_tightness": 0.517,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-101414",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T04:24:00Z",
"trace_id": "e2eb2da6-88e5-4b20-a618-8c310e3a92c0"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.015,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.276,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.6,
"battery_mwh": 0.91,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-C01D73845B",
"grid_service_limit_mw": 17.82,
"gross_sqft": 858679,
"infill_site": true,
"lease_expiry_months": 64,
"occup... | {
"capital_availability": 0.497,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.779,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.49,
"nearby_nodes": 6,
"network_redundancy_score": 0.473,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 74.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.5,
"dock_utilization_pct": 79.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.733,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.87,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.5,
"occupancy_90d": 0.902,
"rent_growth_30d_pct": 0.76,
"rent_growth_90d_pct": 1.34,
"tenant_expansion_probability": 0.22... | {
"annualized_noi_impact_usd": -107482,
"annualized_revenue_impact_usd": -145633,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 376932,
"expansion_capture_probability_post_event": 0.139,
"lease_rate_change_pct": -1.91,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.86
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.7
},
{
"action": "activate_temp_la... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.416,
"capital_availability": 0.497,
"demand_pressure": 0.32,
"entitlement_friction": 0.49,
"labor_shortage": 0.849,
"portfolio_tightness": 0.541,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-101415",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T04:00:00Z",
"trace_id": "14ce9e51-6a3d-4fb3-94b6-7e9a4be9b91e"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.254,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.244,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.28,
"battery_mwh": 9.12,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 147,
"facility_id": "FAC-088D2C9A70",
"grid_service_limit_mw": 13.5,
"gross_sqft": 1477182,
"infill_site": true,
"lease_expiry_months": 44,
"occ... | {
"capital_availability": 0.129,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.357,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.728,
"nearby_nodes": 6,
"network_redundancy_score": 0.34,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 82.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.743,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.39,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.4,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 1.18,
"rent_growth_90d_pct": 3.57,
"tenant_expansion_probability": 0.497
} | {
"annualized_noi_impact_usd": 129814,
"annualized_revenue_impact_usd": 218306,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 483378,
"expansion_capture_probability_post_event": 0.41,
"lease_rate_change_pct": 1.7,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 32.89
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.94
},
{
"action": "rebalance_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.569,
"capital_availability": 0.129,
"demand_pressure": 0.478,
"entitlement_friction": 0.728,
"labor_shortage": 0.748,
"portfolio_tightness": 0.557,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-101416",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T07:03:00Z",
"trace_id": "acadc259-d22b-4bcd-9306-07cfc8900fa6"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "network_latency",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.026,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.498,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.46,
"battery_mwh": 6.58,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-3111F129D5",
"grid_service_limit_mw": 15.46,
"gross_sqft": 1214460,
"infill_site": false,
"lease_expiry_months": 12,
"o... | {
"capital_availability": 0.411,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.754,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.857,
"nearby_nodes": 3,
"network_redundancy_score": 0.446,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 76.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.6,
"dock_utilization_pct": 80.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.729,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.59,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.3,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 1.53,
"rent_growth_90d_pct": 3.96,
"tenant_expansion_probability": 0.267
} | {
"annualized_noi_impact_usd": -238650,
"annualized_revenue_impact_usd": -407702,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 436622,
"expansion_capture_probability_post_event": 0.166,
"lease_rate_change_pct": -0.12,
"occupancy_shift": -0.017,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.34
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.45
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.279,
"capital_availability": 0.411,
"demand_pressure": 0.31,
"entitlement_friction": 0.857,
"labor_shortage": 0.779,
"portfolio_tightness": 0.675,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-101417",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T06:34:00Z",
"trace_id": "676a0632-8f19-4ba4-b8d3-7489eccb87ed"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.13,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.337,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.68,
"battery_mwh": 8.91,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-74F927B095",
"grid_service_limit_mw": 11.42,
"gross_sqft": 160000,
"infill_site": false,
"lease_expiry_months": 55,
"occ... | {
"capital_availability": 0.653,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.709,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.238,
"nearby_nodes": 3,
"network_redundancy_score": 0.86,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.2,
"dock_utilization_pct": 80.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 65,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.679,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 3.1,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.3,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 3.85,
"rent_growth_90d_pct": 2.91,
"tenant_expansion_probability": 0.436
} | {
"annualized_noi_impact_usd": -4299,
"annualized_revenue_impact_usd": -5879,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 527949,
"expansion_capture_probability_post_event": 0.383,
"lease_rate_change_pct": -0.02,
"occupancy_shift": 0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.1
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.1
},
{
"action": "activate_temp_labor",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.208,
"capital_availability": 0.653,
"demand_pressure": 0.307,
"entitlement_friction": 0.238,
"labor_shortage": 0.763,
"portfolio_tightness": 0.673,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-101418",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T07:43:00Z",
"trace_id": "20ee8b84-be57-4fa5-8e57-f1a9005c39c5"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.045,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.316,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.5,
"battery_mwh": 1.18,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 151,
"facility_id": "FAC-5584582615",
"grid_service_limit_mw": 14.31,
"gross_sqft": 1511281,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.509,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.409,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.68,
"nearby_nodes": 2,
"network_redundancy_score": 0.849,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 89.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.4,
"dock_utilization_pct": 82.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.33,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.8,
"occupancy_90d": 0.886,
"rent_growth_30d_pct": 1.09,
"rent_growth_90d_pct": 0.19,
"tenant_expansion_probability": 0.214
} | {
"annualized_noi_impact_usd": -445865,
"annualized_revenue_impact_usd": -646492,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 90,
"estimated_capex_usd": 680019,
"expansion_capture_probability_post_event": 0.102,
"lease_rate_change_pct": -3.22,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.47
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.18
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.737,
"capital_availability": 0.509,
"demand_pressure": 0.464,
"entitlement_friction": 0.68,
"labor_shortage": 0.96,
"portfolio_tightness": 0.578,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-101419",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T09:15:00Z",
"trace_id": "c852aa1c-c1fb-4ca1-a2ab-c0c058c13f60"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.221,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.36,
"seasonality": 0.82,
"service_level_target": 0.... | {
"automation_penetration": 0.77,
"battery_mwh": 7.78,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-A1DF12310A",
"grid_service_limit_mw": 20.93,
"gross_sqft": 441794,
"infill_site": false,
"lease_expiry_months": 66,
"occ... | {
"capital_availability": 0.24,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.397,
"cross_node_rebalancing_capacity_pct": 0.128,
"entitlement_friction": 0.398,
"nearby_nodes": 8,
"network_redundancy_score": 0.811,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 55,
"dock_utilization_pct": 86.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 49.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.83,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.26,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.9,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 2.74,
"rent_growth_90d_pct": 3.86,
"tenant_expansion_probability": 0.431
} | {
"annualized_noi_impact_usd": 4402,
"annualized_revenue_impact_usd": 6543,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 485664,
"expansion_capture_probability_post_event": 0.326,
"lease_rate_change_pct": 1.02,
"occupancy_shift": 0.005,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.7
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.03
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.433,
"capital_availability": 0.24,
"demand_pressure": 0.693,
"entitlement_friction": 0.398,
"labor_shortage": 1,
"portfolio_tightness": 0.545,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-101420",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T06:21:00Z",
"trace_id": "3f1463ce-69b5-42a1-a4a1-1d646fa78645"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.185,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.086,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.5,
"battery_mwh": 4.62,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-175F7C4CCB",
"grid_service_limit_mw": 11.54,
"gross_sqft": 1178461,
"infill_site": true,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.11,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.688,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.256,
"nearby_nodes": 4,
"network_redundancy_score": 0.7,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
"appointment_fill_pct": 92.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.5,
"dock_utilization_pct": 85.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.46,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.1,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 2.68,
"tenant_expansion_probability": 0.364
} | {
"annualized_noi_impact_usd": 6854,
"annualized_revenue_impact_usd": 9100,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 554582,
"expansion_capture_probability_post_event": 0.27,
"lease_rate_change_pct": 0.19,
"occupancy_shift": 0.016,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.51
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.99
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.734,
"capital_availability": 0.11,
"demand_pressure": 0.632,
"entitlement_friction": 0.256,
"labor_shortage": 0.881,
"portfolio_tightness": 0.547,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-101421",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T05:25:00Z",
"trace_id": "47bcb00c-e96b-45b4-9588-8318935b1e65"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.32,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.171,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.75,
"battery_mwh": 7.98,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-4EFFE77110",
"grid_service_limit_mw": 11.01,
"gross_sqft": 1217829,
"infill_site": false,
"lease_expiry_months": 44,
"o... | {
"capital_availability": 0.228,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.412,
"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.707,
"nearby_nodes": 3,
"network_redundancy_score": 0.561,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 98... | [
{
"appointment_fill_pct": 87.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 85.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 47.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.53,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.1,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 2.76,
"rent_growth_90d_pct": 1.55,
"tenant_expansion_probability": 0.58
} | {
"annualized_noi_impact_usd": 107155,
"annualized_revenue_impact_usd": 168593,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 599297,
"expansion_capture_probability_post_event": 0.478,
"lease_rate_change_pct": 0.29,
"occupancy_shift": 0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.35
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.63
},
{
"action": "delay_spec_dev... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.449,
"capital_availability": 0.228,
"demand_pressure": 0.6,
"entitlement_friction": 0.707,
"labor_shortage": 0.838,
"portfolio_tightness": 0.654,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-101422",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:41:00Z",
"trace_id": "59280d7a-89a7-47ca-b480-49e9d0f48d3c"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": -0.026,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.272,
"seasonality": 0.33,
"... | {
"automation_penetration": 0.77,
"battery_mwh": 7.91,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 147,
"facility_id": "FAC-77F8899702",
"grid_service_limit_mw": 6.46,
"gross_sqft": 1470820,
"infill_site": true,
"lease_expiry_months": 44,
"occ... | {
"capital_availability": 0.105,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.67,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.387,
"nearby_nodes": 8,
"network_redundancy_score": 0.418,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 955... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 80.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.44,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.7,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 0.89,
"rent_growth_90d_pct": 1.9,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -709759,
"annualized_revenue_impact_usd": -1076978,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 30,
"estimated_capex_usd": 721706,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.46,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.68
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.06
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.747,
"capital_availability": 0.105,
"demand_pressure": 0.326,
"entitlement_friction": 0.387,
"labor_shortage": 1,
"portfolio_tightness": 0.597,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-101423",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T06:27:00Z",
"trace_id": "1c344107-f588-4e32-9579-00e1d2255a92"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.189,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.202,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.28,
"battery_mwh": 0.94,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-F6F8E3F243",
"grid_service_limit_mw": 17.68,
"gross_sqft": 715345,
"infill_site": false,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.064,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.377,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.511,
"nearby_nodes": 7,
"network_redundancy_score": 0.82,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 74.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.2,
"dock_utilization_pct": 81.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.74,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.68,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.4,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 0.22,
"rent_growth_90d_pct": 2.55,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -22327,
"annualized_revenue_impact_usd": -38219,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 416666,
"expansion_capture_probability_post_event": 0.292,
"lease_rate_change_pct": 0.6,
"occupancy_shift": 0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.24
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 26.89
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.647,
"capital_availability": 0.064,
"demand_pressure": 0.41,
"entitlement_friction": 0.511,
"labor_shortage": 0.642,
"portfolio_tightness": 0.461,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-101424",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T04:47:00Z",
"trace_id": "dee0be21-eb2d-48eb-b274-d564dc3eb6eb"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.008,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.191,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.7,
"battery_mwh": 12.49,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-F84AA78E4C",
"grid_service_limit_mw": 7.06,
"gross_sqft": 757097,
"infill_site": false,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.173,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.479,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.61,
"nearby_nodes": 3,
"network_redundancy_score": 0.551,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 150... | [
{
"appointment_fill_pct": 77.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 84.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 67,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.56,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.9,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 2.31,
"rent_growth_90d_pct": 2.75,
"tenant_expansion_probability": 0.18... | {
"annualized_noi_impact_usd": -217994,
"annualized_revenue_impact_usd": -302936,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 688542,
"expansion_capture_probability_post_event": 0.072,
"lease_rate_change_pct": -1.47,
"occupancy_shift": 0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.17
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.06
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.408,
"capital_availability": 0.173,
"demand_pressure": 0.533,
"entitlement_friction": 0.61,
"labor_shortage": 0.79,
"portfolio_tightness": 0.619,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-101425",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T05:44:00Z",
"trace_id": "2bd28c1e-1c96-4a1b-b1e4-b8a89e520b6f"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.079,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.394,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.53,
"battery_mwh": 1.49,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-7336283139",
"grid_service_limit_mw": 22.03,
"gross_sqft": 820559,
"infill_site": true,
"lease_expiry_months": 11,
"occu... | {
"capital_availability": 0.362,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.646,
"cross_node_rebalancing_capacity_pct": 0.074,
"entitlement_friction": 0.308,
"nearby_nodes": 4,
"network_redundancy_score": 0.48,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 75.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 80.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.744,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.6,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 0.55,
"rent_growth_90d_pct": 2.61,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -106080,
"annualized_revenue_impact_usd": -136853,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 501534,
"expansion_capture_probability_post_event": 0.208,
"lease_rate_change_pct": -0.29,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.18
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.6
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.387,
"capital_availability": 0.362,
"demand_pressure": 0.369,
"entitlement_friction": 0.308,
"labor_shortage": 0.873,
"portfolio_tightness": 0.452,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-101426",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T07:16:00Z",
"trace_id": "aef13202-1e59-4c77-8137-f76def600951"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.437,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.111,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.57,
"battery_mwh": 10.74,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-DFAFC48CC0",
"grid_service_limit_mw": 13.53,
"gross_sqft": 1088061,
"infill_site": false,
"lease_expiry_months": 17,
"... | {
"capital_availability": 0.522,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.547,
"cross_node_rebalancing_capacity_pct": 0.128,
"entitlement_friction": 0.439,
"nearby_nodes": 5,
"network_redundancy_score": 0.369,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 94,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 54.1,
"dock_utilization_pct": 86.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.22,
"rent_growth_90d_pct": 3.6,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 140551,
"annualized_revenue_impact_usd": 202054,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 469919,
"expansion_capture_probability_post_event": 0.591,
"lease_rate_change_pct": 2.66,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 58.68
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.58
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.236,
"capital_availability": 0.522,
"demand_pressure": 0.676,
"entitlement_friction": 0.439,
"labor_shortage": 1,
"portfolio_tightness": 0.462,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-101427",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:20:00Z",
"trace_id": "f2dac883-a75f-4661-b970-0b14c41b2fee"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.101,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.303,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.4,
"battery_mwh": 6.94,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-3B60C53770",
"grid_service_limit_mw": 14.41,
"gross_sqft": 1137411,
"infill_site": true,
"lease_expiry_months": 71,
"occ... | {
"capital_availability": 0.498,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.465,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.293,
"nearby_nodes": 2,
"network_redundancy_score": 0.476,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.3,
"dock_utilization_pct": 81.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.75,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 2.24,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.7,
"occupancy_90d": 0.9,
"rent_growth_30d_pct": 0.71,
"rent_growth_90d_pct": 1.78,
"tenant_expansion_probability": 0.285
} | {
"annualized_noi_impact_usd": -104639,
"annualized_revenue_impact_usd": -157638,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 485826,
"expansion_capture_probability_post_event": 0.209,
"lease_rate_change_pct": -0.54,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.47
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.35
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.375,
"capital_availability": 0.498,
"demand_pressure": 0.457,
"entitlement_friction": 0.293,
"labor_shortage": 0.654,
"portfolio_tightness": 0.413,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-101428",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:09:00Z",
"trace_id": "1f97f84b-a670-4ba0-8581-1f991ba6a953"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.251,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.299,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.52,
"battery_mwh": 12.4,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-C698D49E6E",
"grid_service_limit_mw": 13.02,
"gross_sqft": 579086,
"infill_site": false,
"lease_expiry_months": 71,
"occ... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.362,
"cross_node_rebalancing_capacity_pct": 0.058,
"entitlement_friction": 0.377,
"nearby_nodes": 7,
"network_redundancy_score": 0.757,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 370... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 85.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.54,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.3,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 0.56,
"rent_growth_90d_pct": 0.28,
"tenant_expansion_probability": 0.387
} | {
"annualized_noi_impact_usd": -27551,
"annualized_revenue_impact_usd": -37739,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 475125,
"expansion_capture_probability_post_event": 0.293,
"lease_rate_change_pct": -0.87,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.39
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.96
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.707,
"capital_availability": 0.2,
"demand_pressure": 0.654,
"entitlement_friction": 0.377,
"labor_shortage": 0.638,
"portfolio_tightness": 0.341,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-101429",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:07:00Z",
"trace_id": "ee4d30fc-df3b-4855-9bc1-9bb783665277"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.339,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.424,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.7,
"battery_mwh": 6.59,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 128,
"facility_id": "FAC-BE748A2CAD",
"grid_service_limit_mw": 15.69,
"gross_sqft": 1286316,
"infill_site": false,
"lease_expiry_months": 25,
"oc... | {
"capital_availability": 0.546,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.558,
"cross_node_rebalancing_capacity_pct": 0.087,
"entitlement_friction": 0.579,
"nearby_nodes": 7,
"network_redundancy_score": 0.755,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.1,
"dock_utilization_pct": 86.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 48.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.2,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.4,
"occupancy_90d": 0.884,
"rent_growth_30d_pct": 2.29,
"rent_growth_90d_pct": 3,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 75888,
"annualized_revenue_impact_usd": 107164,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 428638,
"expansion_capture_probability_post_event": 0.472,
"lease_rate_change_pct": 1.76,
"occupancy_shift": 0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.97
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.64
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.398,
"capital_availability": 0.546,
"demand_pressure": 0.677,
"entitlement_friction": 0.579,
"labor_shortage": 0.708,
"portfolio_tightness": 0.52,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-101430",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T05:10:00Z",
"trace_id": "dc752393-6257-4267-8840-c20ca9250a34"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.163,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.102,
"seasonality": 0.82,
"service_level_ta... | {
"automation_penetration": 0.24,
"battery_mwh": 4.23,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-0CD02A02FA",
"grid_service_limit_mw": 22.44,
"gross_sqft": 990028,
"infill_site": false,
"lease_expiry_months": 37,
... | {
"capital_availability": 0.092,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.276,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.397,
"nearby_nodes": 8,
"network_redundancy_score": 0.578,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 210606... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.9,
"dock_utilization_pct": 84.9,
"event_name": "PICK_RATE_DECELERATION",
"power_load_pct_of_service_limit": 46.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.9,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 1.11,
"rent_growth_90d_pct": 3.4,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 20585,
"annualized_revenue_impact_usd": 34045,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 391667,
"expansion_capture_probability_post_event": 0.276,
"lease_rate_change_pct": 0.95,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.01
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.97
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.386,
"capital_availability": 0.092,
"demand_pressure": 0.634,
"entitlement_friction": 0.397,
"labor_shortage": 0.757,
"portfolio_tightness": 0.369,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.748,
"id": "FORGE-101431",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T06:13:00Z",
"trace_id": "7ad6f9fa-2691-47e6-9b9f-6f64cff1a36d"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.005,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.14,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.53,
"battery_mwh": 7.81,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-DBAF1F26AF",
"grid_service_limit_mw": 21.81,
"gross_sqft": 818500,
"infill_site": true,
"lease_expiry_months": 11,
"occu... | {
"capital_availability": 0.324,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.328,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.706,
"nearby_nodes": 3,
"network_redundancy_score": 0.633,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.7,
"dock_utilization_pct": 81.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.725,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.4,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 0.11,
"rent_growth_90d_pct": 1.52,
"tenant_expansion_probability": 0.186... | {
"annualized_noi_impact_usd": -124572,
"annualized_revenue_impact_usd": -178639,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 45,
"estimated_capex_usd": 339701,
"expansion_capture_probability_post_event": 0.106,
"lease_rate_change_pct": -1.61,
"occupancy_shift": 0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.3
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.44
},
{
"action": "secure_pop_up_capacity",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.827,
"capital_availability": 0.324,
"demand_pressure": 0.416,
"entitlement_friction": 0.706,
"labor_shortage": 0.684,
"portfolio_tightness": 0.505,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-101432",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:22:00Z",
"trace_id": "76b4ea6e-2a3f-4503-bd7f-dce6969b1343"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.06,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.33,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.78,
"battery_mwh": 10.34,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-D91D1B507E",
"grid_service_limit_mw": 14.12,
"gross_sqft": 498237,
"infill_site": true,
"lease_expiry_months": 69,
"occ... | {
"capital_availability": 0.552,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.738,
"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.29,
"nearby_nodes": 3,
"network_redundancy_score": 0.832,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 59... | [
{
"appointment_fill_pct": 70.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 26.6,
"dock_utilization_pct": 77.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 72.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.626,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.22,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 1.62,
"rent_growth_90d_pct": 2.74,
"tenant_expansion_probability": 0.325
} | {
"annualized_noi_impact_usd": -21776,
"annualized_revenue_impact_usd": -32049,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 445694,
"expansion_capture_probability_post_event": 0.283,
"lease_rate_change_pct": -0.27,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.27
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 31.97
},
{
"action": "monitor_and_stag... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.129,
"capital_availability": 0.552,
"demand_pressure": 0.201,
"entitlement_friction": 0.29,
"labor_shortage": 0.556,
"portfolio_tightness": 0.456,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-101433",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:49:00Z",
"trace_id": "80ef3694-9076-4382-b382-7c1c95240a73"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.228,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.132,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.46,
"battery_mwh": 6.66,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 29,
"facility_id": "FAC-9E5DB8DA49",
"grid_service_limit_mw": 15.75,
"gross_sqft": 293279,
"infill_site": false,
"lease_expiry_months": 38,
"occ... | {
"capital_availability": 0.29,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.74,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.283,
"nearby_nodes": 3,
"network_redundancy_score": 0.739,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.2,
"dock_utilization_pct": 86,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.42,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.9,
"occupancy_90d": 0.986,
"rent_growth_30d_pct": 2.17,
"rent_growth_90d_pct": 1.3,
"tenant_expansion_probability": 0.434
} | {
"annualized_noi_impact_usd": -903,
"annualized_revenue_impact_usd": -1500,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 503648,
"expansion_capture_probability_post_event": 0.349,
"lease_rate_change_pct": -0.35,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.43
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.72
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.798,
"capital_availability": 0.29,
"demand_pressure": 0.644,
"entitlement_friction": 0.283,
"labor_shortage": 0.933,
"portfolio_tightness": 0.552,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-101434",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T05:16:00Z",
"trace_id": "c96348ce-a167-48bb-b166-05804dbbbd59"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.282,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.073,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.57,
"battery_mwh": 9.64,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 140,
"facility_id": "FAC-A7713AFD58",
"grid_service_limit_mw": 12.95,
"gross_sqft": 1405096,
"infill_site": true,
"lease_expiry_months": 33,
"oc... | {
"capital_availability": 0.095,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.779,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.531,
"nearby_nodes": 5,
"network_redundancy_score": 0.702,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 161570... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.8,
"dock_utilization_pct": 81.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 66.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.7,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.8,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": -0.14,
"rent_growth_90d_pct": -0.84,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -33796,
"annualized_revenue_impact_usd": -55189,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 45,
"estimated_capex_usd": 510818,
"expansion_capture_probability_post_event": 0.337,
"lease_rate_change_pct": -1.36,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.33
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.91
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.847,
"capital_availability": 0.095,
"demand_pressure": 0.435,
"entitlement_friction": 0.531,
"labor_shortage": 0.545,
"portfolio_tightness": 0.439,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-101435",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T06:11:00Z",
"trace_id": "a03e171f-0891-4229-8d31-5d0a937a95eb"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.15,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.1,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.68,
"battery_mwh": 1.73,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-ECF44EF038",
"grid_service_limit_mw": 11.73,
"gross_sqft": 838974,
"infill_site": false,
"lease_expiry_months": 36,
"occ... | {
"capital_availability": 0.254,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.419,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.549,
"nearby_nodes": 3,
"network_redundancy_score": 0.695,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.9,
"dock_utilization_pct": 82.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 61,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.71,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.8,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 2.47,
"rent_growth_90d_pct": 2.34,
"tenant_expansion_probability": 0.35
} | {
"annualized_noi_impact_usd": -209757,
"annualized_revenue_impact_usd": -277236,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 683559,
"expansion_capture_probability_post_event": 0.225,
"lease_rate_change_pct": -1.01,
"occupancy_shift": 0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.96
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.8
},
{
"action": "sec... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.244,
"capital_availability": 0.254,
"demand_pressure": 0.44,
"entitlement_friction": 0.549,
"labor_shortage": 0.921,
"portfolio_tightness": 0.659,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-101436",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T07:11:00Z",
"trace_id": "31e140a8-004f-4a8e-8e6f-7cb3eccfbe31"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.238,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.242,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.29,
"battery_mwh": 2.31,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 32,
"facility_id": "FAC-1DB93182FD",
"grid_service_limit_mw": 22.61,
"gross_sqft": 329860,
"infill_site": true,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.829,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.512,
"cross_node_rebalancing_capacity_pct": 0.043,
"entitlement_friction": 0.129,
"nearby_nodes": 3,
"network_redundancy_score": 0.362,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 90.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 29.3,
"dock_utilization_pct": 85.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.688,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 91,
"occupancy_90d": 0.926,
"rent_growth_30d_pct": 4.73,
"rent_growth_90d_pct": 6.65,
"tenant_expansion_probability": 0.553
... | {
"annualized_noi_impact_usd": 52115,
"annualized_revenue_impact_usd": 68317,
"cap_rate_pressure_pct": 0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 392128,
"expansion_capture_probability_post_event": 0.525,
"lease_rate_change_pct": 4.38,
"occupancy_shift": 0.023,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.24
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 31.24
},
{
"action": "dep... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.17,
"capital_availability": 0.829,
"demand_pressure": 0.627,
"entitlement_friction": 0.129,
"labor_shortage": 0.458,
"portfolio_tightness": 0.561,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-101437",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T06:41:00Z",
"trace_id": "127bdb20-6619-4e3c-aae5-78f12796bf0d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.044,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.146,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.59,
"battery_mwh": 2.4,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-03562AC6CE",
"grid_service_limit_mw": 18.88,
"gross_sqft": 989785,
"infill_site": false,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.395,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.671,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.17,
"nearby_nodes": 7,
"network_redundancy_score": 0.5,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 80... | [
{
"appointment_fill_pct": 75.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35,
"dock_utilization_pct": 79.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 65.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.729,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.1,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": 0.76,
"rent_growth_90d_pct": 3.05,
"tenant_expansion_probability": 0.211
} | {
"annualized_noi_impact_usd": -76879,
"annualized_revenue_impact_usd": -103208,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 557944,
"expansion_capture_probability_post_event": 0.132,
"lease_rate_change_pct": -0.01,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 22.77
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 21.85
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.438,
"capital_availability": 0.395,
"demand_pressure": 0.32,
"entitlement_friction": 0.17,
"labor_shortage": 0.6,
"portfolio_tightness": 0.498,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-101438",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T06:25:00Z",
"trace_id": "fcdb7a0b-fdf0-4fc2-ad94-053cfd1bbdca"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.217,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.279,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.5,
"battery_mwh": 11.12,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 131,
"facility_id": "FAC-4467E536C5",
"grid_service_limit_mw": 19.15,
"gross_sqft": 1317825,
"infill_site": false,
"lease_expiry_months": 14,
"o... | {
"capital_availability": 0.424,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.616,
"cross_node_rebalancing_capacity_pct": 0.22,
"entitlement_friction": 0.628,
"nearby_nodes": 7,
"network_redundancy_score": 0.591,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 91.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.9,
"dock_utilization_pct": 83.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.74,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.4,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 1.4,
"rent_growth_90d_pct": 2.74,
"tenant_expansion_probability": 0.425
} | {
"annualized_noi_impact_usd": -103333,
"annualized_revenue_impact_usd": -140310,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 644536,
"expansion_capture_probability_post_event": 0.323,
"lease_rate_change_pct": 0.35,
"occupancy_shift": 0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.76
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.55
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.547,
"capital_availability": 0.424,
"demand_pressure": 0.524,
"entitlement_friction": 0.628,
"labor_shortage": 0.864,
"portfolio_tightness": 0.537,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-101439",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T06:54:00Z",
"trace_id": "094da933-b0dd-4ecd-9c12-4d8b1eef25a0"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.389,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.127,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.78,
"battery_mwh": 0.01,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-102F225E04",
"grid_service_limit_mw": 11.39,
"gross_sqft": 432016,
"infill_site": false,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.314,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.364,
"cross_node_rebalancing_capacity_pct": 0.088,
"entitlement_friction": 0.612,
"nearby_nodes": 4,
"network_redundancy_score": 0.666,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 96... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 89.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.42,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.9,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 3.4,
"rent_growth_90d_pct": 2.96,
"tenant_expansion_probability": 0.638
} | {
"annualized_noi_impact_usd": 151030,
"annualized_revenue_impact_usd": 208248,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 606040,
"expansion_capture_probability_post_event": 0.54,
"lease_rate_change_pct": 1.93,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.44
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.21
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.711,
"capital_availability": 0.314,
"demand_pressure": 0.785,
"entitlement_friction": 0.612,
"labor_shortage": 0.846,
"portfolio_tightness": 0.651,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-101440",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:37:00Z",
"trace_id": "2b47416b-2339-43ba-878f-f866454f49af"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.008,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.404,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.53,
"battery_mwh": 1.36,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 124,
"facility_id": "FAC-77E902ACAD",
"grid_service_limit_mw": 17.45,
"gross_sqft": 1249807,
"infill_site": false,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.495,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.796,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.214,
"nearby_nodes": 4,
"network_redundancy_score": 0.626,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 79,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 79,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 25.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_... | {
"build_vs_buy_score": 2.2,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.3,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 0.63,
"rent_growth_90d_pct": -0.64,
"tenant_expansion_probability": 0.107
... | {
"annualized_noi_impact_usd": -463149,
"annualized_revenue_impact_usd": -596518,
"cap_rate_pressure_pct": -0.32,
"decision_horizon_days": 60,
"estimated_capex_usd": 567036,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.1,
"occupancy_shift": -0.023,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.78
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.07
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.668,
"capital_availability": 0.495,
"demand_pressure": 0.274,
"entitlement_friction": 0.214,
"labor_shortage": 0.81,
"portfolio_tightness": 0.556,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-101441",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T04:33:00Z",
"trace_id": "7ca496f0-6a19-46ac-991b-2901aaf4c39d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.091,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.257,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.5,
"battery_mwh": 10.68,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-B2DCE691BA",
"grid_service_limit_mw": 11.41,
"gross_sqft": 560495,
"infill_site": true,
"lease_expiry_months": 44,
"occu... | {
"capital_availability": 0.237,
"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.796,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.711,
"nearby_nodes": 7,
"network_redundancy_score": 0.616,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 82.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.58,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.6,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": -0.13,
"rent_growth_90d_pct": 1.19,
"tenant_expansion_probability": 0.21... | {
"annualized_noi_impact_usd": -94969,
"annualized_revenue_impact_usd": -127636,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 710685,
"expansion_capture_probability_post_event": 0.097,
"lease_rate_change_pct": -2.05,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.3
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.28
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.381,
"capital_availability": 0.237,
"demand_pressure": 0.545,
"entitlement_friction": 0.711,
"labor_shortage": 0.741,
"portfolio_tightness": 0.316,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-101442",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T06:01:00Z",
"trace_id": "662b0d4e-ef38-41a5-9537-d4a28c4dfa4f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.285,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.118,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.39,
"battery_mwh": 3.57,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-B1E6E3DB13",
"grid_service_limit_mw": 18.01,
"gross_sqft": 1021698,
"infill_site": false,
"lease_expiry_months": 46,
"o... | {
"capital_availability": 0.092,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.509,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.096,
"nearby_nodes": 4,
"network_redundancy_score": 0.494,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 85.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.54,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.5,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 0.49,
"rent_growth_90d_pct": -0.5,
"tenant_expansion_probability": 0.459
} | {
"annualized_noi_impact_usd": 46190,
"annualized_revenue_impact_usd": 60324,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 60,
"estimated_capex_usd": 382203,
"expansion_capture_probability_post_event": 0.399,
"lease_rate_change_pct": -0.53,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.18
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.04
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.842,
"capital_availability": 0.092,
"demand_pressure": 0.675,
"entitlement_friction": 0.096,
"labor_shortage": 0.716,
"portfolio_tightness": 0.302,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-101443",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T06:45:00Z",
"trace_id": "ff6dcbb8-484e-4ae6-acff-d8a2bd02ae4b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.404,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.08,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.26,
"battery_mwh": 6.23,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 57,
"facility_id": "FAC-B71A2D1137",
"grid_service_limit_mw": 16.61,
"gross_sqft": 570344,
"infill_site": true,
"lease_expiry_months": 42,
"... | {
"capital_availability": 0.429,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.454,
"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.768,
"nearby_nodes": 2,
"network_redundancy_score": 0.483,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 84.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 82.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.73,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.3,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 1.41,
"rent_growth_90d_pct": 2.39,
"tenant_expansion_probability": 0.596
} | {
"annualized_noi_impact_usd": 34085,
"annualized_revenue_impact_usd": 48422,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 630538,
"expansion_capture_probability_post_event": 0.478,
"lease_rate_change_pct": 1.43,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.45
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.81
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.433,
"capital_availability": 0.429,
"demand_pressure": 0.598,
"entitlement_friction": 0.768,
"labor_shortage": 0.614,
"portfolio_tightness": 0.494,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-101444",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:04:00Z",
"trace_id": "d4d826ac-2929-4244-a31a-953d36ccf649"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.238,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.478,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.43,
"battery_mwh": 0.47,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 123,
"facility_id": "FAC-E6189EAA9E",
"grid_service_limit_mw": 10.87,
"gross_sqft": 1230686,
"infill_site": false,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.187,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.682,
"cross_node_rebalancing_capacity_pct": 0.204,
"entitlement_friction": 0.309,
"nearby_nodes": 3,
"network_redundancy_score": 0.477,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 83.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.847,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.7,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.7,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 2.46,
"rent_growth_90d_pct": 1.2,
"tenant_expansion_probability": 0.407
} | {
"annualized_noi_impact_usd": -250235,
"annualized_revenue_impact_usd": -413363,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 651776,
"expansion_capture_probability_post_event": 0.279,
"lease_rate_change_pct": -1.21,
"occupancy_shift": -0.016,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.96
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.08
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.332,
"capital_availability": 0.187,
"demand_pressure": 0.504,
"entitlement_friction": 0.309,
"labor_shortage": 0.911,
"portfolio_tightness": 0.597,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-101445",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T04:47:00Z",
"trace_id": "7bdbbcb2-f712-4a32-88f2-91fa249ee758"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.444,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.205,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.53,
"battery_mwh": 11.65,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-DEDE2B7C5D",
"grid_service_limit_mw": 17.34,
"gross_sqft": 203523,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.59,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.545,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.563,
"nearby_nodes": 4,
"network_redundancy_score": 0.556,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53.7,
"dock_utilization_pct": 89,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.27,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.5,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 3.03,
"rent_growth_90d_pct": 4.93,
"tenant_expansion_probability": 0.70... | {
"annualized_noi_impact_usd": 33189,
"annualized_revenue_impact_usd": 53616,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 538798,
"expansion_capture_probability_post_event": 0.606,
"lease_rate_change_pct": 3.82,
"occupancy_shift": 0.019,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.02
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.29
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.256,
"capital_availability": 0.59,
"demand_pressure": 0.816,
"entitlement_friction": 0.563,
"labor_shortage": 0.867,
"portfolio_tightness": 0.499,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-101446",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T06:00:00Z",
"trace_id": "a81a215f-41ef-4929-8761-aa3dccc0d976"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.409,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.262,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.37,
"battery_mwh": 3.52,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 95,
"facility_id": "FAC-47D1EDAE37",
"grid_service_limit_mw": 17.81,
"gross_sqft": 951156,
"infill_site": true,
"lease_expiry_months": 10,
"... | {
"capital_availability": 0.215,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.522,
"cross_node_rebalancing_capacity_pct": 0.123,
"entitlement_friction": 0.798,
"nearby_nodes": 8,
"network_redundancy_score": 0.763,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 92.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.8,
"dock_utilization_pct": 87.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 82.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.836,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.99,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 3.66,
"tenant_expansion_probability": 0.596
} | {
"annualized_noi_impact_usd": 72852,
"annualized_revenue_impact_usd": 114805,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 640558,
"expansion_capture_probability_post_event": 0.471,
"lease_rate_change_pct": 2.12,
"occupancy_shift": 0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.56
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.04
},
{
"action": "delay_spec_deve... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.66,
"capital_availability": 0.215,
"demand_pressure": 0.721,
"entitlement_friction": 0.798,
"labor_shortage": 0.77,
"portfolio_tightness": 0.535,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-101447",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T06:07:00Z",
"trace_id": "b8b0d262-5dcb-4bd3-b36a-6facb905e4cf"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.096,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.126,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.42,
"battery_mwh": 6.74,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-BDA335D1B5",
"grid_service_limit_mw": 19.26,
"gross_sqft": 520751,
"infill_site": false,
"lease_expiry_months": 69,
... | {
"capital_availability": 0.276,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.495,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.444,
"nearby_nodes": 4,
"network_redundancy_score": 0.471,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 81,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.739,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.73,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.7,
"occupancy_90d": 0.888,
"rent_growth_30d_pct": 0.47,
"rent_growth_90d_pct": -0.41,
"tenant_expansion_probability": 0.294
} | {
"annualized_noi_impact_usd": -52362,
"annualized_revenue_impact_usd": -70096,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 429696,
"expansion_capture_probability_post_event": 0.213,
"lease_rate_change_pct": -2.4,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.87
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.08
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.468,
"capital_availability": 0.276,
"demand_pressure": 0.406,
"entitlement_friction": 0.444,
"labor_shortage": 0.764,
"portfolio_tightness": 0.453,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-101448",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T06:47:00Z",
"trace_id": "512c57a9-922a-40e9-b696-41dc847c341e"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.341,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.311,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.54,
"battery_mwh": 10.76,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-CCCBE948AB",
"grid_service_limit_mw": 9,
"gross_sqft": 367334,
"infill_site": false,
"lease_expiry_months": 59,
"o... | {
"capital_availability": 0.19,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.707,
"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.912,
"nearby_nodes": 4,
"network_redundancy_score": 0.315,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 227... | [
{
"appointment_fill_pct": 90.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.5,
"dock_utilization_pct": 88.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 71.5,
"occupancy_90d": 0.893,
"rent_growth_30d_pct": 3.01,
"rent_growth_90d_pct": 2.15,
"tenant_expansion_probability": 0.578
} | {
"annualized_noi_impact_usd": 34241,
"annualized_revenue_impact_usd": 55827,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 466536,
"expansion_capture_probability_post_event": 0.467,
"lease_rate_change_pct": 0.67,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 42.74
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 38.46
},
{
"action": "offer_preemptive_expansion_term_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.896,
"capital_availability": 0.19,
"demand_pressure": 0.726,
"entitlement_friction": 0.912,
"labor_shortage": 0.837,
"portfolio_tightness": 0.716,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-101449",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T06:53:00Z",
"trace_id": "7f7ad8f9-2118-4445-8833-e4bfef92bc64"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.054,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.435,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.68,
"battery_mwh": 12.32,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 88,
"facility_id": "FAC-1457597F37",
"grid_service_limit_mw": 13.09,
"gross_sqft": 889947,
"infill_site": false,
"lease_expiry_months": 25,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.781,
"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.152,
"nearby_nodes": 5,
"network_redundancy_score": 0.339,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 146... | [
{
"appointment_fill_pct": 76.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 81.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 81.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.66,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.2,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 0.14,
"rent_growth_90d_pct": 0.82,
"tenant_expansion_probability": 0.158
} | {
"annualized_noi_impact_usd": -176550,
"annualized_revenue_impact_usd": -248497,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 30,
"estimated_capex_usd": 557180,
"expansion_capture_probability_post_event": 0.053,
"lease_rate_change_pct": -2.5,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.42
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.77
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.871,
"capital_availability": 0,
"demand_pressure": 0.42,
"entitlement_friction": 0.152,
"labor_shortage": 0.97,
"portfolio_tightness": 0.43,
"power_... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-101450",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T06:55:00Z",
"trace_id": "2d70b855-9e28-4680-aac4-264a9323f8e6"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.414,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.221,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.76,
"battery_mwh": 9.04,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-8E70C26A91",
"grid_service_limit_mw": 15.86,
"gross_sqft": 464459,
"infill_site": true,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.427,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.483,
"cross_node_rebalancing_capacity_pct": 0.03,
"entitlement_friction": 0.558,
"nearby_nodes": 2,
"network_redundancy_score": 0.485,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 95.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.3,
"dock_utilization_pct": 89.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.833,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.18,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.6,
"occupancy_90d": 0.982,
"rent_growth_30d_pct": 2.78,
"rent_growth_90d_pct": 4.5,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 86312,
"annualized_revenue_impact_usd": 115122,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 474214,
"expansion_capture_probability_post_event": 0.557,
"lease_rate_change_pct": 3.39,
"occupancy_shift": 0.02,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 45.62
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.01
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.359,
"capital_availability": 0.427,
"demand_pressure": 0.856,
"entitlement_friction": 0.558,
"labor_shortage": 0.78,
"portfolio_tightness": 0.46,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-101451",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T06:38:00Z",
"trace_id": "7e6c038b-cc05-4756-a88e-918a84434bb3"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.214,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.123,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.35,
"battery_mwh": 0.78,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-574E7D2EA2",
"grid_service_limit_mw": 12.04,
"gross_sqft": 800409,
"infill_site": false,
"lease_expiry_months": 22,
"occ... | {
"capital_availability": 0.37,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.451,
"cross_node_rebalancing_capacity_pct": 0.097,
"entitlement_friction": 0.726,
"nearby_nodes": 2,
"network_redundancy_score": 0.312,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1681... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.4,
"dock_utilization_pct": 85.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.39,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.9,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 2.16,
"rent_growth_90d_pct": 1.66,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -46012,
"annualized_revenue_impact_usd": -60090,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 585652,
"expansion_capture_probability_post_event": 0.318,
"lease_rate_change_pct": -0.74,
"occupancy_shift": 0.014,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.26
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.46
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.627,
"capital_availability": 0.37,
"demand_pressure": 0.608,
"entitlement_friction": 0.726,
"labor_shortage": 0.934,
"portfolio_tightness": 0.608,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-101452",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T06:27:00Z",
"trace_id": "07f13238-208c-4876-a4b7-87b15af09c52"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.328,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.213,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.29,
"battery_mwh": 2.44,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 70,
"facility_id": "FAC-00E68A7611",
"grid_service_limit_mw": 10.08,
"gross_sqft": 709826,
"infill_site": false,
"lease_expiry_months": 30,
"occu... | {
"capital_availability": 0.544,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.513,
"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.196,
"nearby_nodes": 5,
"network_redundancy_score": 0.39,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 281... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.3,
"dock_utilization_pct": 84,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 86.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.853,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.59,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.7,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 0.3,
"rent_growth_90d_pct": 1.77,
"tenant_expansion_probability": 0.425
} | {
"annualized_noi_impact_usd": -33519,
"annualized_revenue_impact_usd": -53564,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 574937,
"expansion_capture_probability_post_event": 0.306,
"lease_rate_change_pct": 0.16,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.92
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.51
},
{
"action": "shift_overflow_to_satellite... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.706,
"capital_availability": 0.544,
"demand_pressure": 0.602,
"entitlement_friction": 0.196,
"labor_shortage": 0.847,
"portfolio_tightness": 0.314,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-101453",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T06:57:00Z",
"trace_id": "e6d6acbd-ceac-4165-a1a8-14339d2cb49b"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.429,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.332,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.21,
"battery_mwh": 2.15,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-27C8F0055B",
"grid_service_limit_mw": 10.63,
"gross_sqft": 775753,
"infill_site": false,
"lease_expiry_months": 44,
"occ... | {
"capital_availability": 0.323,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.369,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.232,
"nearby_nodes": 8,
"network_redundancy_score": 0.563,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 91.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 86.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 66.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 12.8,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.735,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.98,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.3,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 4.95,
"rent_growth_90d_pct": 3.84,
"tenant_expansion_probability": 0.753
} | {
"annualized_noi_impact_usd": 373947,
"annualized_revenue_impact_usd": 553411,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 632629,
"expansion_capture_probability_post_event": 0.699,
"lease_rate_change_pct": 2.99,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.82
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.23
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.364,
"capital_availability": 0.323,
"demand_pressure": 0.655,
"entitlement_friction": 0.232,
"labor_shortage": 0.738,
"portfolio_tightness": 0.621,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-101454",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:26:00Z",
"trace_id": "c27e110c-b448-4598-a7a3-0f6231d17a44"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.344,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.453,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.55,
"battery_mwh": 5.72,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-39B89079F9",
"grid_service_limit_mw": 23.53,
"gross_sqft": 161273,
"infill_site": false,
"lease_expiry_months": 9,
"occup... | {
"capital_availability": 0.181,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.573,
"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.605,
"nearby_nodes": 4,
"network_redundancy_score": 0.631,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 84.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.83,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.2,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 1.19,
"rent_growth_90d_pct": 3.62,
"tenant_expansion_probability": 0.526
} | {
"annualized_noi_impact_usd": -4716,
"annualized_revenue_impact_usd": -6255,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 624963,
"expansion_capture_probability_post_event": 0.406,
"lease_rate_change_pct": 1.61,
"occupancy_shift": -0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.17
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.54
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.412,
"capital_availability": 0.181,
"demand_pressure": 0.601,
"entitlement_friction": 0.605,
"labor_shortage": 0.879,
"portfolio_tightness": 0.436,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-101455",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:30:00Z",
"trace_id": "6cc072e8-8c42-4233-b59d-45d1aced088e"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.09,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.344,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.58,
"battery_mwh": 3.27,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-157942AF46",
"grid_service_limit_mw": 11,
"gross_sqft": 1036571,
"infill_site": false,
"lease_expiry_months": 65,
"occu... | {
"capital_availability": 0.703,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.449,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.347,
"nearby_nodes": 4,
"network_redundancy_score": 0.553,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 87... | [
{
"appointment_fill_pct": 78.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 83.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.71,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 2.96,
"rent_growth_90d_pct": 2.55,
"tenant_expansion_probability": 0.29
} | {
"annualized_noi_impact_usd": -357848,
"annualized_revenue_impact_usd": -560136,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 543743,
"expansion_capture_probability_post_event": 0.186,
"lease_rate_change_pct": -0.78,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.83
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.02
},
{
"action": "escalate_utility_interconnec... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.415,
"capital_availability": 0.703,
"demand_pressure": 0.464,
"entitlement_friction": 0.347,
"labor_shortage": 0.797,
"portfolio_tightness": 0.705,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-101456",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:04:00Z",
"trace_id": "7b6de8e7-53e3-47d0-a40a-7512a860efbf"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.398,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.38,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.38,
"battery_mwh": 3.12,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-CA8B1ED0ED",
"grid_service_limit_mw": 13.65,
"gross_sqft": 991830,
"infill_site": true,
"lease_expiry_months": 26,
"occu... | {
"capital_availability": 0.173,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.716,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.285,
"nearby_nodes": 2,
"network_redundancy_score": 0.693,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 90.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 55.8,
"dock_utilization_pct": 92.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.849,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.45,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.9,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 4.64,
"rent_growth_90d_pct": 6.33,
"tenant_expansion_probability": 0.63
... | {
"annualized_noi_impact_usd": 303957,
"annualized_revenue_impact_usd": 469368,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 537713,
"expansion_capture_probability_post_event": 0.544,
"lease_rate_change_pct": 4.82,
"occupancy_shift": 0.018,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 50.87
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.71
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.898,
"capital_availability": 0.173,
"demand_pressure": 0.978,
"entitlement_friction": 0.285,
"labor_shortage": 0.783,
"portfolio_tightness": 0.669,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-101457",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:09:00Z",
"trace_id": "9e625c24-0ee2-4708-b949-b846e11684d1"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.309,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.225,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.74,
"battery_mwh": 4.52,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-8B8E58550D",
"grid_service_limit_mw": 16.34,
"gross_sqft": 1157448,
"infill_site": true,
"lease_expiry_months": 30,
"oc... | {
"capital_availability": 0.672,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.718,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.675,
"nearby_nodes": 8,
"network_redundancy_score": 0.81,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 32.6,
"dock_utilization_pct": 87.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.68,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_p... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.9,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 2.73,
"rent_growth_90d_pct": 3.41,
"tenant_expansion_probability": 0.603
} | {
"annualized_noi_impact_usd": 183407,
"annualized_revenue_impact_usd": 281666,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 45,
"estimated_capex_usd": 480457,
"expansion_capture_probability_post_event": 0.573,
"lease_rate_change_pct": 2.47,
"occupancy_shift": 0.034,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.9
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.13
},
{
"action": "rebalance_carrier_mix",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.443,
"capital_availability": 0.672,
"demand_pressure": 0.771,
"entitlement_friction": 0.675,
"labor_shortage": 0.394,
"portfolio_tightness": 0.35,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-101458",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:45:00Z",
"trace_id": "a6782bba-6a0f-48cf-af35-20b4e3d7f590"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.424,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.36,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.76,
"battery_mwh": 6.98,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-A7A8E29E82",
"grid_service_limit_mw": 6.73,
"gross_sqft": 710656,
"infill_site": false,
"lease_expiry_months": 45,
"occu... | {
"capital_availability": 0.413,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.399,
"cross_node_rebalancing_capacity_pct": 0.054,
"entitlement_friction": 0.448,
"nearby_nodes": 8,
"network_redundancy_score": 0.332,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.4,
"dock_utilization_pct": 87.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.77,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.2,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 4.18,
"rent_growth_90d_pct": 3.16,
"tenant_expansion_probability": 0.713
} | {
"annualized_noi_impact_usd": 91366,
"annualized_revenue_impact_usd": 127076,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 499652,
"expansion_capture_probability_post_event": 0.616,
"lease_rate_change_pct": 2.47,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.94
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.91
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.264,
"capital_availability": 0.413,
"demand_pressure": 0.668,
"entitlement_friction": 0.448,
"labor_shortage": 0.799,
"portfolio_tightness": 0.718,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-101459",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T05:07:00Z",
"trace_id": "4d8697c7-0c91-43b6-b7bf-7f3f83829e3c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.132,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.372,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.69,
"battery_mwh": 11.64,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-30057B509A",
"grid_service_limit_mw": 22.82,
"gross_sqft": 638054,
"infill_site": false,
"lease_expiry_months": 8,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.666,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.402,
"nearby_nodes": 4,
"network_redundancy_score": 0.792,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1088... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.2,
"dock_utilization_pct": 82.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.2,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 0.88,
"rent_growth_90d_pct": 0.14,
"tenant_expansion_probability": 0.311
} | {
"annualized_noi_impact_usd": -57853,
"annualized_revenue_impact_usd": -93708,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 60,
"estimated_capex_usd": 576715,
"expansion_capture_probability_post_event": 0.222,
"lease_rate_change_pct": -1.97,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.85
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.02
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.888,
"capital_availability": 0,
"demand_pressure": 0.444,
"entitlement_friction": 0.402,
"labor_shortage": 0.863,
"portfolio_tightness": 0.548,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-101460",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T06:40:00Z",
"trace_id": "a35446d8-5b20-4034-b086-3e8d751f1ba2"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.21,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.153,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.28,
"battery_mwh": 2.5,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-40F5BDE1BE",
"grid_service_limit_mw": 11.86,
"gross_sqft": 356855,
"infill_site": false,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.709,
"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.425,
"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.523,
"nearby_nodes": 3,
"network_redundancy_score": 0.682,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 85.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.6,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 2.8,
"rent_growth_90d_pct": 1.79,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 6851,
"annualized_revenue_impact_usd": 9191,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 404029,
"expansion_capture_probability_post_event": 0.373,
"lease_rate_change_pct": 0,
"occupancy_shift": 0.015,
"service_penalty_risk_usd": 4... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.03
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.57
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.676,
"capital_availability": 0.709,
"demand_pressure": 0.611,
"entitlement_friction": 0.523,
"labor_shortage": 0.818,
"portfolio_tightness": 0.665,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-101461",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T06:34:00Z",
"trace_id": "3208867f-a82d-4aae-9828-2cbf42b654e0"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.237,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.377,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.47,
"battery_mwh": 1.3,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 56,
"facility_id": "FAC-0EB024C9D3",
"grid_service_limit_mw": 19.51,
"gross_sqft": 566613,
"infill_site": true,
"lease_expiry_months": 53,
"occupa... | {
"capital_availability": 0.674,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.743,
"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.366,
"nearby_nodes": 2,
"network_redundancy_score": 0.377,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.8,
"dock_utilization_pct": 82,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 84.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.2,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.1,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": 0.81,
"rent_growth_90d_pct": 0.91,
"tenant_expansion_probability": 0.383
} | {
"annualized_noi_impact_usd": -55656,
"annualized_revenue_impact_usd": -72323,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 599158,
"expansion_capture_probability_post_event": 0.262,
"lease_rate_change_pct": -1.29,
"occupancy_shift": -0.011,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.92
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.86
},
{
"action": "loc... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.441,
"capital_availability": 0.674,
"demand_pressure": 0.464,
"entitlement_friction": 0.366,
"labor_shortage": 0.91,
"portfolio_tightness": 0.443,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-101462",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T06:36:00Z",
"trace_id": "ddb76406-2008-495d-a25c-9615bf088a5a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.109,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.377,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.72,
"battery_mwh": 2.34,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-0D6E6A881D",
"grid_service_limit_mw": 11.88,
"gross_sqft": 803509,
"infill_site": true,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.589,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.288,
"cross_node_rebalancing_capacity_pct": 0.204,
"entitlement_friction": 0.186,
"nearby_nodes": 6,
"network_redundancy_score": 0.649,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.8,
"dock_utilization_pct": 83.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 63.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 1.83,
"rent_growth_90d_pct": 3.36,
"tenant_expansion_probability": 0.288
} | {
"annualized_noi_impact_usd": -74331,
"annualized_revenue_impact_usd": -112446,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 391597,
"expansion_capture_probability_post_event": 0.213,
"lease_rate_change_pct": 0.74,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.54
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.75
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.753,
"capital_availability": 0.589,
"demand_pressure": 0.512,
"entitlement_friction": 0.186,
"labor_shortage": 0.643,
"portfolio_tightness": 0.568,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-101463",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T06:03:00Z",
"trace_id": "9e541db9-b786-4853-ae7b-58828130da90"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.103,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.342,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.74,
"battery_mwh": 12.43,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-8C8D1CE57D",
"grid_service_limit_mw": 18.26,
"gross_sqft": 902184,
"infill_site": false,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.568,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.797,
"cross_node_rebalancing_capacity_pct": 0.086,
"entitlement_friction": 0.231,
"nearby_nodes": 4,
"network_redundancy_score": 0.419,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.4,
"dock_utilization_pct": 83.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.86,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.6,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 1.39,
"rent_growth_90d_pct": 0.9,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -67471,
"annualized_revenue_impact_usd": -94620,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 522049,
"expansion_capture_probability_post_event": 0.207,
"lease_rate_change_pct": -1.35,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.97
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.69
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.495,
"capital_availability": 0.568,
"demand_pressure": 0.53,
"entitlement_friction": 0.231,
"labor_shortage": 0.76,
"portfolio_tightness": 0.464,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-101464",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T05:34:00Z",
"trace_id": "71a65fdf-30ff-43a0-94bb-2bc221de1e9c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.144,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.4,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.57,
"battery_mwh": 7.51,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 117,
"facility_id": "FAC-8616A7E4FA",
"grid_service_limit_mw": 12.2,
"gross_sqft": 1174798,
"infill_site": true,
"lease_expiry_months": 15,
"occu... | {
"capital_availability": 0.146,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.76,
"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.333,
"nearby_nodes": 2,
"network_redundancy_score": 0.741,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 90... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.5,
"dock_utilization_pct": 82.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.72,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.6,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 0.71,
"rent_growth_90d_pct": 2.55,
"tenant_expansion_probability": 0.266
} | {
"annualized_noi_impact_usd": -154896,
"annualized_revenue_impact_usd": -253622,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 640970,
"expansion_capture_probability_post_event": 0.164,
"lease_rate_change_pct": -0.08,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.78
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.28
},
{
"action": "shift_overflow_to_satellite... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.501,
"capital_availability": 0.146,
"demand_pressure": 0.498,
"entitlement_friction": 0.333,
"labor_shortage": 0.545,
"portfolio_tightness": 0.415,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-101465",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T05:14:00Z",
"trace_id": "02914076-f502-40ce-8983-35eda20fb401"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": -0.029,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.208,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.21,
"battery_mwh": 5.24,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-C021B40187",
"grid_service_limit_mw": 13.61,
"gross_sqft": 1166112,
"infill_site": true,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.21,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.33,
"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.413,
"nearby_nodes": 8,
"network_redundancy_score": 0.8,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 584540,
... | [
{
"appointment_fill_pct": 75.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.2,
"dock_utilization_pct": 81.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.646,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.17,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.7,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 1.75,
"rent_growth_90d_pct": 3,
"tenant_expansion_probability": 0.267
} | {
"annualized_noi_impact_usd": -24452,
"annualized_revenue_impact_usd": -37485,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 522046,
"expansion_capture_probability_post_event": 0.24,
"lease_rate_change_pct": -0.4,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.99
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.37
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.505,
"capital_availability": 0.21,
"demand_pressure": 0.426,
"entitlement_friction": 0.413,
"labor_shortage": 0.659,
"portfolio_tightness": 0.415,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-101466",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T06:48:00Z",
"trace_id": "9f11855b-cc6b-401e-98d7-44781b01d591"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.006,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.114,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.48,
"battery_mwh": 2.66,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-7C07913531",
"grid_service_limit_mw": 13.39,
"gross_sqft": 1181126,
"infill_site": false,
"lease_expiry_months": 11,
"o... | {
"capital_availability": 0.432,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.801,
"cross_node_rebalancing_capacity_pct": 0.042,
"entitlement_friction": 0.127,
"nearby_nodes": 2,
"network_redundancy_score": 0.354,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 189602... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37,
"dock_utilization_pct": 82.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 34.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.5,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.656,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.56,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 88,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 3.42,
"rent_growth_90d_pct": 4.7,
"tenant_expansion_probability": 0.316
} | {
"annualized_noi_impact_usd": 65788,
"annualized_revenue_impact_usd": 86216,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 413996,
"expansion_capture_probability_post_event": 0.294,
"lease_rate_change_pct": 0.99,
"occupancy_shift": 0.027,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.29
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.12
},
{
"action": "activate_tem... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.044,
"capital_availability": 0.432,
"demand_pressure": 0.466,
"entitlement_friction": 0.127,
"labor_shortage": 0.725,
"portfolio_tightness": 0.476,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-101467",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T06:58:00Z",
"trace_id": "018bf3f5-b84e-4004-96d1-b34a48e83f75"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.18,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.405,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.39,
"battery_mwh": 8.26,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-E8428BB094",
"grid_service_limit_mw": 16.36,
"gross_sqft": 792010,
"infill_site": false,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.411,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.631,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.671,
"nearby_nodes": 3,
"network_redundancy_score": 0.341,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 83.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 53,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.56,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.9,
"occupancy_90d": 0.876,
"rent_growth_30d_pct": 0.25,
"rent_growth_90d_pct": -0.03,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -147260,
"annualized_revenue_impact_usd": -219734,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 587799,
"expansion_capture_probability_post_event": 0.196,
"lease_rate_change_pct": -2.18,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.28
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.32
},
{
"action": "hold_service_le... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.511,
"capital_availability": 0.411,
"demand_pressure": 0.583,
"entitlement_friction": 0.671,
"labor_shortage": 0.698,
"portfolio_tightness": 0.356,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-101468",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T05:43:00Z",
"trace_id": "992ae429-ec6d-48bb-9a50-73255cb4bd20"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.156,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.366,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.7,
"battery_mwh": 1.5,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-4E161409CA",
"grid_service_limit_mw": 12.86,
"gross_sqft": 203383,
"infill_site": true,
"lease_expiry_months": 60,
"o... | {
"capital_availability": 0.079,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.628,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.475,
"nearby_nodes": 6,
"network_redundancy_score": 0.879,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.3,
"dock_utilization_pct": 78.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.2,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pres... | {
"build_vs_buy_score": 1.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.5,
"occupancy_90d": 0.887,
"rent_growth_30d_pct": -0.87,
"rent_growth_90d_pct": -0.43,
"tenant_expansion_probability": 0.294
} | {
"annualized_noi_impact_usd": -40286,
"annualized_revenue_impact_usd": -63831,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 642215,
"expansion_capture_probability_post_event": 0.184,
"lease_rate_change_pct": -2.6,
"occupancy_shift": -0.015,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.62
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.41
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.483,
"capital_availability": 0.079,
"demand_pressure": 0.308,
"entitlement_friction": 0.475,
"labor_shortage": 0.832,
"portfolio_tightness": 0.354,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-101469",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T05:25:00Z",
"trace_id": "e14fc502-f3cf-4f86-8ca0-d6908009ae08"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.03,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.291,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.18,
"battery_mwh": 4.86,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-AC57B86840",
"grid_service_limit_mw": 13.34,
"gross_sqft": 479606,
"infill_site": true,
"lease_expiry_months": 59,
"occu... | {
"capital_availability": 0.129,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.287,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.287,
"nearby_nodes": 2,
"network_redundancy_score": 0.375,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 140107... | [
{
"appointment_fill_pct": 92.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 85.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.1,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.8,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 2.07,
"rent_growth_90d_pct": 3.44,
"tenant_expansion_probability": 0.215... | {
"annualized_noi_impact_usd": -28629,
"annualized_revenue_impact_usd": -46552,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 486040,
"expansion_capture_probability_post_event": 0.139,
"lease_rate_change_pct": 0.13,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.02
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.323,
"capital_availability": 0.129,
"demand_pressure": 0.626,
"entitlement_friction": 0.287,
"labor_shortage": 0.622,
"portfolio_tightness": 0.467,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-101470",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T06:27:00Z",
"trace_id": "fb63a161-e895-4ee0-8ae3-dd75060a7dec"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.284,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.141,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.19,
"battery_mwh": 3.52,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-8FC1D3608D",
"grid_service_limit_mw": 16.45,
"gross_sqft": 628371,
"infill_site": false,
"lease_expiry_months": 13,
"occ... | {
"capital_availability": 0.177,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.422,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.46,
"nearby_nodes": 2,
"network_redundancy_score": 0.414,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 86.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.03,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.24,
"rent_growth_90d_pct": 4.04,
"tenant_expansion_probability": 0.452
} | {
"annualized_noi_impact_usd": 8925,
"annualized_revenue_impact_usd": 12572,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 591875,
"expansion_capture_probability_post_event": 0.355,
"lease_rate_change_pct": 2.19,
"occupancy_shift": 0.008,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.35
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.13
},
{
"action": "rebalance_carrier_mix",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.834,
"capital_availability": 0.177,
"demand_pressure": 0.685,
"entitlement_friction": 0.46,
"labor_shortage": 0.565,
"portfolio_tightness": 0.567,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-101471",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:36:00Z",
"trace_id": "6ab6e63a-ed97-42a0-ac18-aed890a152f8"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.134,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.141,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.56,
"battery_mwh": 6.24,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-9487EC46CE",
"grid_service_limit_mw": 13.66,
"gross_sqft": 1290272,
"infill_site": false,
"lease_expiry_months": 21,... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.337,
"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.525,
"nearby_nodes": 5,
"network_redundancy_score": 0.577,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1376187,
... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 82.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.67,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.9,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 0.01,
"rent_growth_90d_pct": -0.55,
"tenant_expansion_probability": 0.27
} | {
"annualized_noi_impact_usd": -161068,
"annualized_revenue_impact_usd": -222996,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 90,
"estimated_capex_usd": 387731,
"expansion_capture_probability_post_event": 0.183,
"lease_rate_change_pct": -2.21,
"occupancy_shift": 0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.43
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.02
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.871,
"capital_availability": 0,
"demand_pressure": 0.512,
"entitlement_friction": 0.525,
"labor_shortage": 0.562,
"portfolio_tightness": 0.412,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-101472",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T06:29:00Z",
"trace_id": "382853fa-ecaf-43ad-878c-6aa9b21498d3"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.233,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.348,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.45,
"battery_mwh": 1.85,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 131,
"facility_id": "FAC-3D483A50BA",
"grid_service_limit_mw": 17.92,
"gross_sqft": 1318508,
"infill_site": true,
"lease_expiry_months": 11,
"oc... | {
"capital_availability": 0.235,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.717,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.241,
"nearby_nodes": 6,
"network_redundancy_score": 0.749,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 83.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.21,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.1,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 1.83,
"rent_growth_90d_pct": 3.17,
"tenant_expansion_probability": 0.426
} | {
"annualized_noi_impact_usd": -40939,
"annualized_revenue_impact_usd": -70374,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 496835,
"expansion_capture_probability_post_event": 0.332,
"lease_rate_change_pct": 1.02,
"occupancy_shift": -0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.12
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.89
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.653,
"capital_availability": 0.235,
"demand_pressure": 0.5,
"entitlement_friction": 0.241,
"labor_shortage": 0.848,
"portfolio_tightness": 0.566,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-101473",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:31:00Z",
"trace_id": "344a9834-e4e5-499e-85cb-5a0267ffc7b8"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.311,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.227,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.3,
"battery_mwh": 9.72,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-27DB52684D",
"grid_service_limit_mw": 21.23,
"gross_sqft": 1144542,
"infill_site": true,
"lease_expiry_months": 69,
"occ... | {
"capital_availability": 0.431,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.307,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.169,
"nearby_nodes": 2,
"network_redundancy_score": 0.679,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 91.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.3,
"dock_utilization_pct": 85.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.1,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 2.48,
"rent_growth_90d_pct": 4.76,
"tenant_expansion_probability": 0.506
} | {
"annualized_noi_impact_usd": 60695,
"annualized_revenue_impact_usd": 81927,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 447825,
"expansion_capture_probability_post_event": 0.413,
"lease_rate_change_pct": 2.92,
"occupancy_shift": 0.007,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.33
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.08
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.403,
"capital_availability": 0.431,
"demand_pressure": 0.645,
"entitlement_friction": 0.169,
"labor_shortage": 0.723,
"portfolio_tightness": 0.503,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-101474",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:12:00Z",
"trace_id": "84e838a6-9d0b-4227-b8f0-2004e23abed0"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.117,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.316,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.63,
"battery_mwh": 2.87,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-798E86D4CD",
"grid_service_limit_mw": 10.52,
"gross_sqft": 539028,
"infill_site": true,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.28,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.408,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.628,
"nearby_nodes": 4,
"network_redundancy_score": 0.664,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 848... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 81.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.3,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": -0.06,
"rent_growth_90d_pct": 2.18,
"tenant_expansion_probability": 0.27... | {
"annualized_noi_impact_usd": -48077,
"annualized_revenue_impact_usd": -73599,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 568135,
"expansion_capture_probability_post_event": 0.164,
"lease_rate_change_pct": -0.98,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.55
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.16
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.406,
"capital_availability": 0.28,
"demand_pressure": 0.478,
"entitlement_friction": 0.628,
"labor_shortage": 0.851,
"portfolio_tightness": 0.359,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-101475",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T03:41:00Z",
"trace_id": "34d7e77e-2909-46fb-8f07-26da894ee24f"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": -0.013,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.34,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.78,
"battery_mwh": 4.54,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-0C44BC58A5",
"grid_service_limit_mw": 9.03,
"gross_sqft": 727076,
"infill_site": true,
"lease_expiry_months": 70,
"... | {
"capital_availability": 0.176,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.658,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.839,
"nearby_nodes": 4,
"network_redundancy_score": 0.778,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 81.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.5,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 1.21,
"rent_growth_90d_pct": 2.09,
"tenant_expansion_probability": 0.193
} | {
"annualized_noi_impact_usd": -216489,
"annualized_revenue_impact_usd": -306424,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 612453,
"expansion_capture_probability_post_event": 0.086,
"lease_rate_change_pct": -1.83,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.54
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.35
},
{
"action": "delay_spec_deve... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.427,
"capital_availability": 0.176,
"demand_pressure": 0.387,
"entitlement_friction": 0.839,
"labor_shortage": 0.718,
"portfolio_tightness": 0.61,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-101476",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T06:59:00Z",
"trace_id": "7ba9de00-d203-4d3b-9b86-90b880628daa"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.093,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.474,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.46,
"battery_mwh": 6.26,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-04E29DC230",
"grid_service_limit_mw": 15.62,
"gross_sqft": 769090,
"infill_site": true,
"lease_expiry_months": 33,
"occu... | {
"capital_availability": 0.507,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.714,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.262,
"nearby_nodes": 5,
"network_redundancy_score": 0.676,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 169610... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 28.6,
"dock_utilization_pct": 78,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 61.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.624,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.44,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 1.85,
"rent_growth_90d_pct": 2.41,
"tenant_expansion_probability": 0.386
} | {
"annualized_noi_impact_usd": -44178,
"annualized_revenue_impact_usd": -57084,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 468901,
"expansion_capture_probability_post_event": 0.355,
"lease_rate_change_pct": -0.11,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.33
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.22
},
{
"action": "hold_service_levels_flat",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.164,
"capital_availability": 0.507,
"demand_pressure": 0.247,
"entitlement_friction": 0.262,
"labor_shortage": 0.622,
"portfolio_tightness": 0.458,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-101477",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:21:00Z",
"trace_id": "bd8980a0-627f-4eed-b7d2-17085f801663"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": -0.023,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.255,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.27,
"battery_mwh": 7.24,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-F2A9064CC0",
"grid_service_limit_mw": 10.52,
"gross_sqft": 573035,
"infill_site": false,
"lease_expiry_months": 54,
"occ... | {
"capital_availability": 0.653,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.261,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.145,
"nearby_nodes": 7,
"network_redundancy_score": 0.763,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 84,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 26.8,
"dock_utilization_pct": 77.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.596,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.19,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.37,
"rent_growth_90d_pct": 2.24,
"tenant_expansion_probability": 0.289
... | {
"annualized_noi_impact_usd": -34317,
"annualized_revenue_impact_usd": -50593,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 465911,
"expansion_capture_probability_post_event": 0.281,
"lease_rate_change_pct": -0.38,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.1
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 21.78
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.163,
"capital_availability": 0.653,
"demand_pressure": 0.254,
"entitlement_friction": 0.145,
"labor_shortage": 0.515,
"portfolio_tightness": 0.375,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-101478",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T05:42:00Z",
"trace_id": "75f20a1e-9881-47aa-8b15-ba895c762585"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.41,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.225,
"seasonality": 0.74,
"service_level_t... | {
"automation_penetration": 0.27,
"battery_mwh": 1.89,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 135,
"facility_id": "FAC-F9A0937C6A",
"grid_service_limit_mw": 13.92,
"gross_sqft": 1351315,
"infill_site": true,
"lease_expiry_months": 45,
... | {
"capital_availability": 0.06,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.487,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.735,
"nearby_nodes": 8,
"network_redundancy_score": 0.726,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 86.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"foreca... | {
"build_vs_buy_score": 2.29,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.3,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 2.37,
"rent_growth_90d_pct": 4.32,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 388044,
"annualized_revenue_impact_usd": 601954,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 441557,
"expansion_capture_probability_post_event": 0.584,
"lease_rate_change_pct": 3.41,
"occupancy_shift": 0.014,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.66
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.15
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.864,
"capital_availability": 0.06,
"demand_pressure": 0.656,
"entitlement_friction": 0.735,
"labor_shortage": 0.774,
"portfolio_tightness": 0.648,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.747,
"id": "FORGE-101479",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T08:09:00Z",
"trace_id": "00b615f0-e058-46ff-ac11-5210b9ae8f49"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": -0.023,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.255,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.66,
"battery_mwh": 11.81,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-C4AE9AB1E1",
"grid_service_limit_mw": 12.15,
"gross_sqft": 723264,
"infill_site": true,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.524,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.406,
"cross_node_rebalancing_capacity_pct": 0.082,
"entitlement_friction": 0.65,
"nearby_nodes": 6,
"network_redundancy_score": 0.444,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34,
"dock_utilization_pct": 82.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.682,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.89,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 3.83,
"rent_growth_90d_pct": 3.97,
"tenant_expansion_probability": 0.29... | {
"annualized_noi_impact_usd": -22141,
"annualized_revenue_impact_usd": -31601,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 643773,
"expansion_capture_probability_post_event": 0.236,
"lease_rate_change_pct": -0.46,
"occupancy_shift": 0.014,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 27.73
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.31
},
{
"action": "ac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.33,
"capital_availability": 0.524,
"demand_pressure": 0.413,
"entitlement_friction": 0.65,
"labor_shortage": 0.751,
"portfolio_tightness": 0.689,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-101480",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:00:00Z",
"trace_id": "6e5463bb-4603-4815-bdf0-e6d55c96a3ef"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.09,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.246,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.2,
"battery_mwh": 11.12,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-7FD5F72F7D",
"grid_service_limit_mw": 9.85,
"gross_sqft": 810799,
"infill_site": false,
"lease_expiry_months": 72,
"occu... | {
"capital_availability": 0.448,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.676,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.313,
"nearby_nodes": 6,
"network_redundancy_score": 0.689,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 84.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.73,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.2,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 2.93,
"rent_growth_90d_pct": 1.79,
"tenant_expansion_probability": 0.293
} | {
"annualized_noi_impact_usd": -186116,
"annualized_revenue_impact_usd": -245817,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 489432,
"expansion_capture_probability_post_event": 0.19,
"lease_rate_change_pct": -1.39,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.92
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.47
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.319,
"capital_availability": 0.448,
"demand_pressure": 0.52,
"entitlement_friction": 0.313,
"labor_shortage": 0.869,
"portfolio_tightness": 0.644,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-101481",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T06:26:00Z",
"trace_id": "7e50cec9-162f-4649-9ebd-008fcfddb161"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.003,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.117,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.68,
"battery_mwh": 2.37,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-F8B682ED12",
"grid_service_limit_mw": 14.49,
"gross_sqft": 526639,
"infill_site": false,
"lease_expiry_months": 22,
"occ... | {
"capital_availability": 0.274,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.493,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.516,
"nearby_nodes": 3,
"network_redundancy_score": 0.81,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 83,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.6,
"dock_utilization_pct": 78.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.743,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.65,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.1,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 0.85,
"rent_growth_90d_pct": 0.78,
"tenant_expansion_probability": 0.192
} | {
"annualized_noi_impact_usd": -75896,
"annualized_revenue_impact_usd": -110692,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 581750,
"expansion_capture_probability_post_event": 0.092,
"lease_rate_change_pct": -2.64,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.14
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.45
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.253,
"capital_availability": 0.274,
"demand_pressure": 0.249,
"entitlement_friction": 0.516,
"labor_shortage": 0.76,
"portfolio_tightness": 0.572,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-101482",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T04:52:00Z",
"trace_id": "088a4580-e951-448e-9bb8-111edb1f61a9"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.151,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.42,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.74,
"battery_mwh": 7.53,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-CBB4F5A892",
"grid_service_limit_mw": 15.81,
"gross_sqft": 925432,
"infill_site": false,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.492,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.752,
"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.659,
"nearby_nodes": 2,
"network_redundancy_score": 0.628,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 78.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 85.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.34,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.9,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 1.72,
"rent_growth_90d_pct": 2.7,
"tenant_expansion_probability": 0.32
} | {
"annualized_noi_impact_usd": -146474,
"annualized_revenue_impact_usd": -250487,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 624712,
"expansion_capture_probability_post_event": 0.212,
"lease_rate_change_pct": -0.26,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.11
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.77
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.714,
"capital_availability": 0.492,
"demand_pressure": 0.597,
"entitlement_friction": 0.659,
"labor_shortage": 0.745,
"portfolio_tightness": 0.566,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-101483",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T05:33:00Z",
"trace_id": "69707e02-6fcd-44f6-89ec-a390531b64ca"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.001,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.348,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.62,
"battery_mwh": 2.67,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 144,
"facility_id": "FAC-F3A938BDA5",
"grid_service_limit_mw": 14.1,
"gross_sqft": 1448828,
"infill_site": true,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.529,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.59,
"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.283,
"nearby_nodes": 3,
"network_redundancy_score": 0.44,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
"appointment_fill_pct": 76,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 29,
"dock_utilization_pct": 80.3,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 82.3,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 17.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.685,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 3.07,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.9,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 3.83,
"rent_growth_90d_pct": 4.14,
"tenant_expansion_probability": 0.275
... | {
"annualized_noi_impact_usd": -166369,
"annualized_revenue_impact_usd": -258551,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 555921,
"expansion_capture_probability_post_event": 0.219,
"lease_rate_change_pct": -0.1,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.8
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.94
},
{
"action": "offer_preemptive_exp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.229,
"capital_availability": 0.529,
"demand_pressure": 0.308,
"entitlement_friction": 0.283,
"labor_shortage": 0.648,
"portfolio_tightness": 0.681,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.875,
"id": "FORGE-101484",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:01:00Z",
"trace_id": "69e6a435-bc64-42fe-b38e-f56ff33a95c0"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.353,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.334,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.4,
"battery_mwh": 3.63,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 101,
"facility_id": "FAC-F9FB419D12",
"grid_service_limit_mw": 15.15,
"gross_sqft": 1011105,
"infill_site": false,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.112,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.613,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.589,
"nearby_nodes": 8,
"network_redundancy_score": 0.313,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 94.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 54.1,
"dock_utilization_pct": 87,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 83.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.4,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.87,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.42,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.5,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 2.76,
"rent_growth_90d_pct": 2.84,
"tenant_expansion_probability": 0.536
} | {
"annualized_noi_impact_usd": -65490,
"annualized_revenue_impact_usd": -94591,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 682830,
"expansion_capture_probability_post_event": 0.402,
"lease_rate_change_pct": 0.69,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.09
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.51
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.714,
"capital_availability": 0.112,
"demand_pressure": 0.672,
"entitlement_friction": 0.589,
"labor_shortage": 1,
"portfolio_tightness": 0.638,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-101485",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T05:01:00Z",
"trace_id": "828c603e-fa2c-484e-9706-8f2598bfae98"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.362,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.402,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.44,
"battery_mwh": 11.41,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 134,
"facility_id": "FAC-FD036F9DFA",
"grid_service_limit_mw": 18.51,
"gross_sqft": 1346926,
"infill_site": false,
"lease_expiry_months": 51,... | {
"capital_availability": 0.477,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.623,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.128,
"nearby_nodes": 5,
"network_redundancy_score": 0.749,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 85.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.838,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.13,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 1.88,
"rent_growth_90d_pct": 3.61,
"tenant_expansion_probability": 0.491
} | {
"annualized_noi_impact_usd": -84070,
"annualized_revenue_impact_usd": -116135,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 648019,
"expansion_capture_probability_post_event": 0.388,
"lease_rate_change_pct": 2.38,
"occupancy_shift": -0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.67
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.82
},
{
"action": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.749,
"capital_availability": 0.477,
"demand_pressure": 0.656,
"entitlement_friction": 0.128,
"labor_shortage": 0.565,
"portfolio_tightness": 0.476,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.87,
"id": "FORGE-101486",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:18:00Z",
"trace_id": "710cac89-d57e-483f-b1fe-8f5834557f1e"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.154,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.417,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.58,
"battery_mwh": 9.72,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 96,
"facility_id": "FAC-DEA67FD5D8",
"grid_service_limit_mw": 6.84,
"gross_sqft": 964585,
"infill_site": true,
"lease_expiry_months": 58,
"o... | {
"capital_availability": 0.315,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.524,
"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.473,
"nearby_nodes": 5,
"network_redundancy_score": 0.819,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 82.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.837,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 1.64,
"rent_growth_90d_pct": 2.55,
"tenant_expansion_probability": 0.293
} | {
"annualized_noi_impact_usd": -422845,
"annualized_revenue_impact_usd": -566830,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 713849,
"expansion_capture_probability_post_event": 0.162,
"lease_rate_change_pct": -0.88,
"occupancy_shift": -0.016,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.69
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.75
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.54,
"capital_availability": 0.315,
"demand_pressure": 0.443,
"entitlement_friction": 0.473,
"labor_shortage": 0.847,
"portfolio_tightness": 0.594,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-101487",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T06:50:00Z",
"trace_id": "ffde2410-dd71-4caa-95ba-a1c6f692a3a2"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.218,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.335,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.28,
"battery_mwh": 5.44,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-AA2A8027C1",
"grid_service_limit_mw": 14.28,
"gross_sqft": 857546,
"infill_site": false,
"lease_expiry_months": 55,
"occ... | {
"capital_availability": 0.591,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.721,
"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.409,
"nearby_nodes": 8,
"network_redundancy_score": 0.812,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 92,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.5,
"dock_utilization_pct": 85.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.54,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 1.32,
"rent_growth_90d_pct": 2.3,
"tenant_expansion_probability": 0.383
} | {
"annualized_noi_impact_usd": -45905,
"annualized_revenue_impact_usd": -61644,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 593195,
"expansion_capture_probability_post_event": 0.29,
"lease_rate_change_pct": 0.26,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.12
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.23
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.832,
"capital_availability": 0.591,
"demand_pressure": 0.667,
"entitlement_friction": 0.409,
"labor_shortage": 0.806,
"portfolio_tightness": 0.455,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-101488",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:10:00Z",
"trace_id": "5430a920-e3c0-444f-b18f-2c3e3f7fe5ec"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": -0.039,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.394,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.59,
"battery_mwh": 12.23,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-2CBD5B072A",
"grid_service_limit_mw": 14.36,
"gross_sqft": 1095709,
"infill_site": false,
"lease_expiry_months": 43... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.379,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.431,
"nearby_nodes": 4,
"network_redundancy_score": 0.844,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
"appointment_fill_pct": 76.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.5,
"dock_utilization_pct": 80.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.9,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.678,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.71,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.7,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 2.56,
"rent_growth_90d_pct": 2.27,
"tenant_expansion_probability": 0.246
} | {
"annualized_noi_impact_usd": -206680,
"annualized_revenue_impact_usd": -338701,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 626413,
"expansion_capture_probability_post_event": 0.186,
"lease_rate_change_pct": -1.79,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.52
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.79
},
{
"action": "escalate_util... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.719,
"capital_availability": 0.2,
"demand_pressure": 0.313,
"entitlement_friction": 0.431,
"labor_shortage": 0.846,
"portfolio_tightness": 0.627,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-101489",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:52:00Z",
"trace_id": "253c1a87-5219-4abf-b55b-d30a44235a59"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.067,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.205,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.56,
"battery_mwh": 12.12,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-5841A8476D",
"grid_service_limit_mw": 23.86,
"gross_sqft": 492714,
"infill_site": false,
"lease_expiry_months": 67,
"oc... | {
"capital_availability": 0.553,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.258,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.309,
"nearby_nodes": 3,
"network_redundancy_score": 0.446,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 89.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 85.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.36,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.6,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 2.63,
"rent_growth_90d_pct": 4.45,
"tenant_expansion_probability": 0.252
} | {
"annualized_noi_impact_usd": -18458,
"annualized_revenue_impact_usd": -27476,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 423912,
"expansion_capture_probability_post_event": 0.16,
"lease_rate_change_pct": 0.79,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.96
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.46
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.336,
"capital_availability": 0.553,
"demand_pressure": 0.597,
"entitlement_friction": 0.309,
"labor_shortage": 0.692,
"portfolio_tightness": 0.561,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-101490",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T05:27:00Z",
"trace_id": "a975c9fe-e0ea-4ca9-ab4a-0336be704041"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.278,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.288,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.67,
"battery_mwh": 9.26,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-4DEC73EAD6",
"grid_service_limit_mw": 7.36,
"gross_sqft": 1015165,
"infill_site": false,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.224,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.423,
"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.493,
"nearby_nodes": 6,
"network_redundancy_score": 0.383,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 95.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.6,
"dock_utilization_pct": 88.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 18.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.735,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.8,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 5.52,
"rent_growth_90d_pct": 4.18,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 292469,
"annualized_revenue_impact_usd": 428101,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 465388,
"expansion_capture_probability_post_event": 0.575,
"lease_rate_change_pct": 2.15,
"occupancy_shift": 0.028,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.44
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.32
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.286,
"capital_availability": 0.224,
"demand_pressure": 0.737,
"entitlement_friction": 0.493,
"labor_shortage": 0.73,
"portfolio_tightness": 0.666,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-101491",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T06:57:00Z",
"trace_id": "6b0cf5a8-fee1-423f-9c8a-230ec6502746"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.176,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.17,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.55,
"battery_mwh": 11.99,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-11AA79D313",
"grid_service_limit_mw": 19,
"gross_sqft": 1340100,
"infill_site": true,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.411,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.763,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.633,
"nearby_nodes": 7,
"network_redundancy_score": 0.621,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 89.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 84,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.74,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forec... | {
"build_vs_buy_score": 2.1,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 1.59,
"rent_growth_90d_pct": 1.73,
"tenant_expansion_probability": 0.414
} | {
"annualized_noi_impact_usd": -1959,
"annualized_revenue_impact_usd": -3356,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 392706,
"expansion_capture_probability_post_event": 0.34,
"lease_rate_change_pct": 0.04,
"occupancy_shift": 0.012,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.71
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.49
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.59,
"capital_availability": 0.411,
"demand_pressure": 0.538,
"entitlement_friction": 0.633,
"labor_shortage": 0.646,
"portfolio_tightness": 0.56,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-101492",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T06:08:00Z",
"trace_id": "8ad129cd-5903-4f1c-a3d7-7cf2b2152ce4"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.347,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.192,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.36,
"battery_mwh": 7.15,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-536691F4C1",
"grid_service_limit_mw": 9.37,
"gross_sqft": 484685,
"infill_site": false,
"lease_expiry_months": 37,
"occu... | {
"capital_availability": 0.597,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.694,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.683,
"nearby_nodes": 7,
"network_redundancy_score": 0.699,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 97.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 93.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 33,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.749,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.87,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.3,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 6.93,
"rent_growth_90d_pct": 8.08,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 379876,
"annualized_revenue_impact_usd": 544294,
"cap_rate_pressure_pct": 0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 397577,
"expansion_capture_probability_post_event": 0.7,
"lease_rate_change_pct": 5.64,
"occupancy_shift": 0.048,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.87
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 34.69
},
{
"action": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.387,
"capital_availability": 0.597,
"demand_pressure": 1,
"entitlement_friction": 0.683,
"labor_shortage": 0.792,
"portfolio_tightness": 0.724,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-101493",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T05:19:00Z",
"trace_id": "d1b166c1-d398-4610-8ab7-d54ab2175fc0"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.008,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.248,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.32,
"battery_mwh": 3.28,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 118,
"facility_id": "FAC-C4E9E69179",
"grid_service_limit_mw": 17.79,
"gross_sqft": 1185210,
"infill_site": true,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.652,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.652,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.277,
"nearby_nodes": 5,
"network_redundancy_score": 0.671,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39,
"dock_utilization_pct": 79,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.1,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": -0.19,
"rent_growth_90d_pct": 2.38,
"tenant_expansion_probability": 0.107... | {
"annualized_noi_impact_usd": -293034,
"annualized_revenue_impact_usd": -487512,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 655263,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -1.7,
"occupancy_shift": -0.012,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 43.17
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 35.57
},
{
"action": "secure_pop_up_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.246,
"capital_availability": 0.652,
"demand_pressure": 0.328,
"entitlement_friction": 0.277,
"labor_shortage": 0.742,
"portfolio_tightness": 0.357,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-101494",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:25:00Z",
"trace_id": "dd558fae-43a0-43b4-878f-e67a28caa542"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.3,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.365,
"seasonality": 0.74,
"service_level_t... | {
"automation_penetration": 0.3,
"battery_mwh": 8.08,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-CFDCBB0004",
"grid_service_limit_mw": 8.17,
"gross_sqft": 485712,
"infill_site": false,
"lease_expiry_months": 25,
"... | {
"capital_availability": 0.172,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.356,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.74,
"nearby_nodes": 6,
"network_redundancy_score": 0.382,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 463... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.1,
"dock_utilization_pct": 85.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.36,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.8,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 2.18,
"rent_growth_90d_pct": 2.45,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 29372,
"annualized_revenue_impact_usd": 47639,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 576793,
"expansion_capture_probability_post_event": 0.447,
"lease_rate_change_pct": 1.01,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.5
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.65
},
{
"action": "shift_overflo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.69,
"capital_availability": 0.172,
"demand_pressure": 0.619,
"entitlement_friction": 0.74,
"labor_shortage": 0.771,
"portfolio_tightness": 0.618,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.75,
"id": "FORGE-101495",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:18:00Z",
"trace_id": "63696f1d-9786-405a-bbf7-0b93a2082ea3"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.161,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.159,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.39,
"battery_mwh": 10.9,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-2BE994CA74",
"grid_service_limit_mw": 16.01,
"gross_sqft": 1155008,
"infill_site": true,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.082,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.309,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.654,
"nearby_nodes": 6,
"network_redundancy_score": 0.354,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 82.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.34,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 1.51,
"rent_growth_90d_pct": 2.5,
"tenant_expansion_probability": 0.369
} | {
"annualized_noi_impact_usd": -144936,
"annualized_revenue_impact_usd": -199259,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 513942,
"expansion_capture_probability_post_event": 0.268,
"lease_rate_change_pct": -0.23,
"occupancy_shift": 0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 35.21
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.52
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.871,
"capital_availability": 0.082,
"demand_pressure": 0.423,
"entitlement_friction": 0.654,
"labor_shortage": 0.873,
"portfolio_tightness": 0.675,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-101496",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T08:09:00Z",
"trace_id": "31c32e76-ab41-4058-823e-df0faa86723b"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.32,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.328,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.31,
"battery_mwh": 2.92,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 48,
"facility_id": "FAC-E6B3032A21",
"grid_service_limit_mw": 10.43,
"gross_sqft": 483728,
"infill_site": true,
"lease_expiry_months": 9,
"o... | {
"capital_availability": 0.161,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.605,
"cross_node_rebalancing_capacity_pct": 0.134,
"entitlement_friction": 0.814,
"nearby_nodes": 5,
"network_redundancy_score": 0.425,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 91.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.2,
"dock_utilization_pct": 89.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.855,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.5,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.2,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 3.45,
"rent_growth_90d_pct": 3.71,
"tenant_expansion_probability": 0.532
} | {
"annualized_noi_impact_usd": 11336,
"annualized_revenue_impact_usd": 18996,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 593962,
"expansion_capture_probability_post_event": 0.408,
"lease_rate_change_pct": 1.43,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.73
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.98
},
{
"action": "deploy_peak_sh... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.381,
"capital_availability": 0.161,
"demand_pressure": 0.815,
"entitlement_friction": 0.814,
"labor_shortage": 0.761,
"portfolio_tightness": 0.611,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-101497",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T05:28:00Z",
"trace_id": "2290368b-bbf1-495a-8a71-e957e8219286"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.005,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.485,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.69,
"battery_mwh": 9.64,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-6ACF71CF3A",
"grid_service_limit_mw": 15.75,
"gross_sqft": 603270,
"infill_site": false,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.579,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.355,
"cross_node_rebalancing_capacity_pct": 0.205,
"entitlement_friction": 0.403,
"nearby_nodes": 8,
"network_redundancy_score": 0.368,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 77.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.1,
"dock_utilization_pct": 80.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.733,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.1,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": -0.42,
"rent_growth_90d_pct": -0.69,
"tenant_expansion_probability": 0.15... | {
"annualized_noi_impact_usd": -117388,
"annualized_revenue_impact_usd": -200413,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
"estimated_capex_usd": 480375,
"expansion_capture_probability_post_event": 0.072,
"lease_rate_change_pct": -3.2,
"occupancy_shift": -0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.61
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.65
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.515,
"capital_availability": 0.579,
"demand_pressure": 0.409,
"entitlement_friction": 0.403,
"labor_shortage": 0.637,
"portfolio_tightness": 0.343,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-101498",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:42:00Z",
"trace_id": "d2f91e49-d61b-41bd-8fd2-6a78ac95f3f6"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.312,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.3,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.81,
"battery_mwh": 7.49,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-0A84E8FDD0",
"grid_service_limit_mw": 11.65,
"gross_sqft": 1243606,
"infill_site": true,
"lease_expiry_months": 13,
"oc... | {
"capital_availability": 0.629,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.788,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.148,
"nearby_nodes": 5,
"network_redundancy_score": 0.866,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.8,
"dock_utilization_pct": 86.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.48,
"rent_growth_90d_pct": 4.64,
"tenant_expansion_probability": 0.522
} | {
"annualized_noi_impact_usd": 22377,
"annualized_revenue_impact_usd": 32838,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 485246,
"expansion_capture_probability_post_event": 0.44,
"lease_rate_change_pct": 3.08,
"occupancy_shift": 0.001,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.86
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.19
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.258,
"capital_availability": 0.629,
"demand_pressure": 0.715,
"entitlement_friction": 0.148,
"labor_shortage": 0.701,
"portfolio_tightness": 0.431,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-101499",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T07:39:00Z",
"trace_id": "4db6002a-8455-4513-a3fc-c88705e28098"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.374,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.065,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.45,
"battery_mwh": 2.61,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-1C5480FBF1",
"grid_service_limit_mw": 20.74,
"gross_sqft": 458576,
"infill_site": false,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.606,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.674,
"cross_node_rebalancing_capacity_pct": 0.123,
"entitlement_friction": 0.16,
"nearby_nodes": 8,
"network_redundancy_score": 0.861,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 88,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.06,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.2,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 3.67,
"rent_growth_90d_pct": 5.68,
"tenant_expansion_probability": 0.592
} | {
"annualized_noi_impact_usd": 63770,
"annualized_revenue_impact_usd": 104920,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 618850,
"expansion_capture_probability_post_event": 0.5,
"lease_rate_change_pct": 4.21,
"occupancy_shift": 0.019,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.81
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.67
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.32,
"capital_availability": 0.606,
"demand_pressure": 0.741,
"entitlement_friction": 0.16,
"labor_shortage": 0.621,
"portfolio_tightness": 0.576,
"p... |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.