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": 0.839,
"id": "FORGE-101800",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:29:00Z",
"trace_id": "946c06ea-0a10-4a96-b89f-c996e29571bf"
} | {
"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": 8.1,
"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": 0.1,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.155,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.56,
"battery_mwh": 9.71,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-1B1D4BCAF4",
"grid_service_limit_mw": 17.95,
"gross_sqft": 779685,
"infill_site": true,
"lease_expiry_months": 12,
"occu... | {
"capital_availability": 0.138,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.618,
"cross_node_rebalancing_capacity_pct": 0.179,
"entitlement_friction": 0.155,
"nearby_nodes": 2,
"network_redundancy_score": 0.536,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 91.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.2,
"dock_utilization_pct": 83.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fill_rate_pc... | {
"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": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.18,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.8,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 1.51,
"rent_growth_90d_pct": 3.75,
"tenant_expansion_probability": 0.282
... | {
"annualized_noi_impact_usd": -27752,
"annualized_revenue_impact_usd": -35703,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 535858,
"expansion_capture_probability_post_event": 0.201,
"lease_rate_change_pct": 0.63,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.34
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.66
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.698,
"capital_availability": 0.138,
"demand_pressure": 0.502,
"entitlement_friction": 0.155,
"labor_shortage": 0.883,
"portfolio_tightness": 0.52,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-101801",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:20:00Z",
"trace_id": "17ab26fa-1612-41b1-9940-a6d3b3bca918"
} | {
"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": "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": "50m_100m",
"expansion_request_open": false,
"growth_rate": -0.024,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.155,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.45,
"battery_mwh": 9.08,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-9521DFF751",
"grid_service_limit_mw": 13.66,
"gross_sqft": 1306615,
"infill_site": false,
"lease_expiry_months": 17,
"o... | {
"capital_availability": 0.203,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.671,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.555,
"nearby_nodes": 8,
"network_redundancy_score": 0.695,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 78.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.737,
"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": 2.58,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.8,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 0.76,
"rent_growth_90d_pct": -0.62,
"tenant_expansion_probability": 0.222
} | {
"annualized_noi_impact_usd": -431515,
"annualized_revenue_impact_usd": -659057,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 45,
"estimated_capex_usd": 524928,
"expansion_capture_probability_post_event": 0.128,
"lease_rate_change_pct": -3.79,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.88
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.91
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.381,
"capital_availability": 0.203,
"demand_pressure": 0.26,
"entitlement_friction": 0.555,
"labor_shortage": 1,
"portfolio_tightness": 0.583,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-101802",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:29:00Z",
"trace_id": "2f69ada8-7444-485b-b6ab-c8e737ef0276"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.7,
"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": 0.418,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.08,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.62,
"battery_mwh": 1.25,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 82,
"facility_id": "FAC-2A14FAB539",
"grid_service_limit_mw": 23.91,
"gross_sqft": 824393,
"infill_site": true,
"lease_expiry_months": 57,
"occup... | {
"capital_availability": 0.274,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.38,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.689,
"nearby_nodes": 3,
"network_redundancy_score": 0.487,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1476706... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 55.5,
"dock_utilization_pct": 89.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.891,
"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": 1.63,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.5,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 1.57,
"rent_growth_90d_pct": 2.53,
"tenant_expansion_probability": 0.54
} | {
"annualized_noi_impact_usd": 44709,
"annualized_revenue_impact_usd": 67285,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 823384,
"expansion_capture_probability_post_event": 0.401,
"lease_rate_change_pct": 0.92,
"occupancy_shift": 0.02,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.61
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.15
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.842,
"capital_availability": 0.274,
"demand_pressure": 0.857,
"entitlement_friction": 0.689,
"labor_shortage": 0.874,
"portfolio_tightness": 0.411,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-101803",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:59:00Z",
"trace_id": "fe42f7ca-9211-4455-bcac-ebc6c815a5ce"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"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": true,
"growth_rate": 0.148,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.237,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.61,
"battery_mwh": 12.38,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 30,
"facility_id": "FAC-EF11A68750",
"grid_service_limit_mw": 16.64,
"gross_sqft": 308539,
"infill_site": true,
"lease_expiry_months": 47,
"occu... | {
"capital_availability": 0.791,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.577,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.208,
"nearby_nodes": 8,
"network_redundancy_score": 0.67,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36,
"dock_utilization_pct": 80.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 80.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.704,
"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": 2.36,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.8,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 3.45,
"rent_growth_90d_pct": 2.55,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -2044,
"annualized_revenue_impact_usd": -2956,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 598505,
"expansion_capture_probability_post_event": 0.355,
"lease_rate_change_pct": -0.37,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.52
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.83
},
{
"action": "activ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.212,
"capital_availability": 0.791,
"demand_pressure": 0.365,
"entitlement_friction": 0.208,
"labor_shortage": 0.768,
"portfolio_tightness": 0.584,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-101804",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:56:00Z",
"trace_id": "ec20d46a-2811-43e9-963a-fde692bde2e9"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"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": true,
"growth_rate": 0.325,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.202,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.7,
"battery_mwh": 1.73,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-A57FA6F0FB",
"grid_service_limit_mw": 21.56,
"gross_sqft": 375656,
"infill_site": false,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.244,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.346,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.589,
"nearby_nodes": 2,
"network_redundancy_score": 0.848,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 484734... | [
{
"appointment_fill_pct": 84,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 85.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.764,
"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": 1.85,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.3,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": 1.34,
"rent_growth_90d_pct": 0.48,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 12562,
"annualized_revenue_impact_usd": 21035,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 341753,
"expansion_capture_probability_post_event": 0.483,
"lease_rate_change_pct": 0.21,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.13
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.05
},
{
"action": "rebalance_carri... | {
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"capital_availability": 0.244,
"demand_pressure": 0.657,
"entitlement_friction": 0.589,
"labor_shortage": 0.664,
"portfolio_tightness": 0.442,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-101805",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:41:00Z",
"trace_id": "8e937e2c-fc3b-4a03-8af6-700b432b4f60"
} | {
"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",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
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"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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.184,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.162,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.3,
"battery_mwh": 11.99,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-AE8B3BF609",
"grid_service_limit_mw": 14.18,
"gross_sqft": 449644,
"infill_site": false,
"lease_expiry_months": 32,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.65,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.528,
"nearby_nodes": 8,
"network_redundancy_score": 0.801,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 206490,
"... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 85.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24,
"shift_fill_r... | {
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"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": 1.7,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.8,
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"rent_growth_30d_pct": 0.4,
"rent_growth_90d_pct": 2.08,
"tenant_expansion_probability": 0.357
} | {
"annualized_noi_impact_usd": -25145,
"annualized_revenue_impact_usd": -33648,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 374372,
"expansion_capture_probability_post_event": 0.274,
"lease_rate_change_pct": 0.02,
"occupancy_shift": 0.016,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 42.19
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.05
},
{
"action": "shift_overfl... | {
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"capital_availability": 0,
"demand_pressure": 0.649,
"entitlement_friction": 0.528,
"labor_shortage": 0.788,
"portfolio_tightness": 0.352,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-101806",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:21:00Z",
"trace_id": "92f0fe7f-4702-4cfa-a9b0-53c947aaece8"
} | {
"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",
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"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": 9.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.266,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 3.45,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
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"facility_id": "FAC-4A039E1A99",
"grid_service_limit_mw": 27.14,
"gross_sqft": 1048396,
"infill_site": false,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.72,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.431,
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"entitlement_friction": 0.094,
"nearby_nodes": 6,
"network_redundancy_score": 0.377,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 97.3,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 90,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 83.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"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": 2.38,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 3.55,
"rent_growth_90d_pct": 4.55,
"tenant_expansion_probability": 0.538
} | {
"annualized_noi_impact_usd": 44300,
"annualized_revenue_impact_usd": 72844,
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"lease_rate_change_pct": 2.8,
"occupancy_shift": 0.007,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.88
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.71
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.72,
"demand_pressure": 0.876,
"entitlement_friction": 0.094,
"labor_shortage": 0.801,
"portfolio_tightness": 0.465,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-101807",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:34:00Z",
"trace_id": "3db21894-0077-42e8-8cf8-0e9fd6726f35"
} | {
"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",
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{
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"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": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.291,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.78,
"battery_mwh": 5.05,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-55A032AD93",
"grid_service_limit_mw": 22.46,
"gross_sqft": 938815,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.809,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.381,
"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.372,
"nearby_nodes": 5,
"network_redundancy_score": 0.762,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 81.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"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... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.47,
"rent_growth_90d_pct": 4.44,
"tenant_expansion_probability": 0.47... | {
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"annualized_revenue_impact_usd": 61169,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.426,
"lease_rate_change_pct": 1.88,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.59
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.08
},
{
"action": "dep... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.809,
"demand_pressure": 0.439,
"entitlement_friction": 0.372,
"labor_shortage": 0.656,
"portfolio_tightness": 0.478,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-101808",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:40:00Z",
"trace_id": "1b1c1e5c-483f-482c-9b88-f7e7f0e18a0e"
} | {
"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",
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{
"action": "reviewed_capacity_signal",
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"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,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.218,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.51,
"battery_mwh": 3.33,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-11884EFF96",
"grid_service_limit_mw": 15.14,
"gross_sqft": 732811,
"infill_site": false,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.416,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.757,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.676,
"nearby_nodes": 5,
"network_redundancy_score": 0.633,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6... | [
{
"appointment_fill_pct": 86,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 32.3,
"dock_utilization_pct": 87.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.656,
"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... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.9,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 3.52,
"rent_growth_90d_pct": 4.04,
"tenant_expansion_probability": 0.464... | {
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.444,
"lease_rate_change_pct": 1.66,
"occupancy_shift": 0.037,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 29.77
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.68
},
{
"action": "raise_priority_prici... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.416,
"demand_pressure": 0.756,
"entitlement_friction": 0.676,
"labor_shortage": 0.485,
"portfolio_tightness": 0.392,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-101809",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:12:00Z",
"trace_id": "23ec1bb4-f141-4837-88d2-150e91b0e6cf"
} | {
"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",
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"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": "500m_1b",
"expansion_request_open": true,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.279,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.4,
"battery_mwh": 5.76,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-04003B004C",
"grid_service_limit_mw": 13.41,
"gross_sqft": 716437,
"infill_site": true,
"lease_expiry_months": 47,
"... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.869,
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"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.447,
"nearby_nodes": 5,
"network_redundancy_score": 0.442,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1537077,
... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.2,
"dock_utilization_pct": 86.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"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": 1.84,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.5,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 1.58,
"rent_growth_90d_pct": 2.28,
"tenant_expansion_probability": 0.606
... | {
"annualized_noi_impact_usd": 48407,
"annualized_revenue_impact_usd": 80518,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.532,
"lease_rate_change_pct": 2.05,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.14
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.8
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.655,
"capital_availability": 0,
"demand_pressure": 0.694,
"entitlement_friction": 0.447,
"labor_shortage": 0.656,
"portfolio_tightness": 0.445,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-101810",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:37:00Z",
"trace_id": "8e4aa8d1-1e59-4734-afab-6884d1f83d91"
} | {
"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": "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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.022,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.49,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.79,
"battery_mwh": 3.78,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-4C8A4EED19",
"grid_service_limit_mw": 12.15,
"gross_sqft": 816082,
"infill_site": true,
"lease_expiry_months": 51,
"occu... | {
"capital_availability": 0.715,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.553,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.254,
"nearby_nodes": 3,
"network_redundancy_score": 0.462,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 89... | [
{
"appointment_fill_pct": 90,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 82.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"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": 2.77,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.7,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 2.67,
"rent_growth_90d_pct": 5.26,
"tenant_expansion_probability": 0.235
} | {
"annualized_noi_impact_usd": -140959,
"annualized_revenue_impact_usd": -229168,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 445027,
"expansion_capture_probability_post_event": 0.15,
"lease_rate_change_pct": 1.17,
"occupancy_shift": -0.012,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.36
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.72
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.287,
"capital_availability": 0.715,
"demand_pressure": 0.454,
"entitlement_friction": 0.254,
"labor_shortage": 0.752,
"portfolio_tightness": 0.638,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-101811",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:32:00Z",
"trace_id": "a387ca18-c231-4e1a-a4eb-44bd93de9e3c"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"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": false,
"growth_rate": -0.03,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.119,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.52,
"battery_mwh": 6.68,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-5921408414",
"grid_service_limit_mw": 8.23,
"gross_sqft": 1198008,
"infill_site": false,
"lease_expiry_months": 25,
"oc... | {
"capital_availability": 0.708,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.275,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.654,
"nearby_nodes": 8,
"network_redundancy_score": 0.862,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.5,
"dock_utilization_pct": 85.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"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": 2.53,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.5,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 2.26,
"rent_growth_90d_pct": 2.04,
"tenant_expansion_probability": 0.207
} | {
"annualized_noi_impact_usd": -265837,
"annualized_revenue_impact_usd": -416670,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 503514,
"expansion_capture_probability_post_event": 0.109,
"lease_rate_change_pct": -1.83,
"occupancy_shift": 0.015,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.11
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.98
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.39,
"capital_availability": 0.708,
"demand_pressure": 0.591,
"entitlement_friction": 0.654,
"labor_shortage": 0.857,
"portfolio_tightness": 0.58,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-101812",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:16:00Z",
"trace_id": "d1ae8ff4-0029-49e2-afa8-f46ec2e605cb"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"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": 0.273,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.235,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.77,
"battery_mwh": 0.38,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 101,
"facility_id": "FAC-C93493C469",
"grid_service_limit_mw": 15,
"gross_sqft": 1012399,
"infill_site": false,
"lease_expiry_months": 42,
"... | {
"capital_availability": 0.534,
"cluster_utilization_pct": 0.99,
"competitive_pressure_score": 0.321,
"cross_node_rebalancing_capacity_pct": 0.154,
"entitlement_friction": 0.352,
"nearby_nodes": 3,
"network_redundancy_score": 0.52,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.9,
"dock_utilization_pct": 84.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 81.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"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": 2.13,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.2,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 1.17,
"rent_growth_90d_pct": 1.15,
"tenant_expansion_probability": 0.436
} | {
"annualized_noi_impact_usd": -28172,
"annualized_revenue_impact_usd": -45804,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 519771,
"expansion_capture_probability_post_event": 0.331,
"lease_rate_change_pct": -0.42,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.62
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.71
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.557,
"capital_availability": 0.534,
"demand_pressure": 0.575,
"entitlement_friction": 0.352,
"labor_shortage": 0.814,
"portfolio_tightness": 0.438,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-101813",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:14:00Z",
"trace_id": "9148a32a-d38e-422a-afc1-36e7ebace5ee"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.8,
"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": 0.324,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.097,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.29,
"battery_mwh": 9.36,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-BC025DA56B",
"grid_service_limit_mw": 23.31,
"gross_sqft": 501989,
"infill_site": false,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.298,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.719,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.646,
"nearby_nodes": 2,
"network_redundancy_score": 0.331,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 75491,... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 90.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.72,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.17,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.01,
"rent_growth_90d_pct": 2.84,
"tenant_expansion_probability": 0.636... | {
"annualized_noi_impact_usd": 87424,
"annualized_revenue_impact_usd": 114599,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 30,
"estimated_capex_usd": 439329,
"expansion_capture_probability_post_event": 0.597,
"lease_rate_change_pct": 1.8,
"occupancy_shift": 0.011,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.27
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.16
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.321,
"capital_availability": 0.298,
"demand_pressure": 0.911,
"entitlement_friction": 0.646,
"labor_shortage": 0.569,
"portfolio_tightness": 0.398,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-101814",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:07:00Z",
"trace_id": "382a4ca0-0eb0-4e5c-9bc0-eb82f38dec67"
} | {
"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": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.061,
"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_l... | {
"automation_penetration": 0.26,
"battery_mwh": 7.97,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-E3F3FCC1E9",
"grid_service_limit_mw": 22.81,
"gross_sqft": 1290896,
"infill_site": false,
"lease_expiry_months": 24,
"o... | {
"capital_availability": 0.312,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.598,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.559,
"nearby_nodes": 2,
"network_redundancy_score": 0.745,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 87.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"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": 2.06,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.6,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 2.39,
"rent_growth_90d_pct": 2.76,
"tenant_expansion_probability": 0.246
} | {
"annualized_noi_impact_usd": -57101,
"annualized_revenue_impact_usd": -89644,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 483169,
"expansion_capture_probability_post_event": 0.159,
"lease_rate_change_pct": -0.5,
"occupancy_shift": 0.02,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.57
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.05
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.693,
"capital_availability": 0.312,
"demand_pressure": 0.746,
"entitlement_friction": 0.559,
"labor_shortage": 0.73,
"portfolio_tightness": 0.538,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.746,
"id": "FORGE-101815",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:13:00Z",
"trace_id": "f372c6c7-da5b-4d56-9d96-074372cbb0b5"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"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": 0.075,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.369,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.21,
"battery_mwh": 11.39,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-015DC7E1DB",
"grid_service_limit_mw": 15.65,
"gross_sqft": 1262691,
"infill_site": true,
"lease_expiry_months": 44,
"o... | {
"capital_availability": 0.218,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.492,
"cross_node_rebalancing_capacity_pct": 0.058,
"entitlement_friction": 0.227,
"nearby_nodes": 2,
"network_redundancy_score": 0.599,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.9,
"dock_utilization_pct": 78.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 60.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.665,
"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": 2.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.4,
"occupancy_90d": 0.893,
"rent_growth_30d_pct": 2.19,
"rent_growth_90d_pct": 1.26,
"tenant_expansion_probability": 0.346
} | {
"annualized_noi_impact_usd": -185636,
"annualized_revenue_impact_usd": -273953,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 45,
"estimated_capex_usd": 518117,
"expansion_capture_probability_post_event": 0.297,
"lease_rate_change_pct": -1.78,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 27.63
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.55
},
{
"action": "rebalance_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.7,
"capital_availability": 0.218,
"demand_pressure": 0.26,
"entitlement_friction": 0.227,
"labor_shortage": 0.984,
"portfolio_tightness": 0.581,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-101816",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:07:00Z",
"trace_id": "9d7b9cb8-2325-4643-bdb9-f7f13a854375"
} | {
"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": 8.4,
"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": 0.3,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.281,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.24,
"battery_mwh": 1.45,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 30,
"facility_id": "FAC-A2344D8FD4",
"grid_service_limit_mw": 15.66,
"gross_sqft": 308344,
"infill_site": true,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.737,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.736,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.135,
"nearby_nodes": 5,
"network_redundancy_score": 0.623,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 91.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 84.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"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": 1.98,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.4,
"occupancy_90d": 0.981,
"rent_growth_30d_pct": 2.14,
"rent_growth_90d_pct": 4.05,
"tenant_expansion_probability": 0.518... | {
"annualized_noi_impact_usd": 6590,
"annualized_revenue_impact_usd": 10379,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 437447,
"expansion_capture_probability_post_event": 0.435,
"lease_rate_change_pct": 2.43,
"occupancy_shift": 0.006,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.6
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.18
},
{
"action": "shift_overflo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.347,
"capital_availability": 0.737,
"demand_pressure": 0.61,
"entitlement_friction": 0.135,
"labor_shortage": 0.83,
"portfolio_tightness": 0.468,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-101817",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:34:00Z",
"trace_id": "1ef0a693-632d-491d-abfa-fd739886872a"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"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": 0.105,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.171,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.2,
"battery_mwh": 0.17,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 34,
"facility_id": "FAC-DD193BB5D3",
"grid_service_limit_mw": 16.42,
"gross_sqft": 345004,
"infill_site": false,
"lease_expiry_months": 64,
"occu... | {
"capital_availability": 0.62,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.446,
"cross_node_rebalancing_capacity_pct": 0.074,
"entitlement_friction": 0.61,
"nearby_nodes": 4,
"network_redundancy_score": 0.467,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 678... | [
{
"appointment_fill_pct": 76.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 82.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"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": 1.61,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.4,
"occupancy_90d": 0.893,
"rent_growth_30d_pct": 0.07,
"rent_growth_90d_pct": 0.21,
"tenant_expansion_probability": 0.262
} | {
"annualized_noi_impact_usd": -26657,
"annualized_revenue_impact_usd": -35820,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 600675,
"expansion_capture_probability_post_event": 0.158,
"lease_rate_change_pct": -2.45,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.72
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.18
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.457,
"capital_availability": 0.62,
"demand_pressure": 0.505,
"entitlement_friction": 0.61,
"labor_shortage": 0.84,
"portfolio_tightness": 0.364,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.889,
"id": "FORGE-101818",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:22:00Z",
"trace_id": "f3625278-e5c1-4593-9810-405cf259c238"
} | {
"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": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.174,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.474,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.18,
"battery_mwh": 4.65,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 147,
"facility_id": "FAC-2CC8400B1A",
"grid_service_limit_mw": 17.49,
"gross_sqft": 1473677,
"infill_site": false,
"lease_expiry_months": 44,
"oc... | {
"capital_availability": 0.212,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.473,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.463,
"nearby_nodes": 2,
"network_redundancy_score": 0.554,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.3,
"dock_utilization_pct": 84.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 84.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.84,
"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",
"forecast... | {
"build_vs_buy_score": 2.26,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.3,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 2.01,
"rent_growth_90d_pct": 3.28,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -212200,
"annualized_revenue_impact_usd": -300565,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 583409,
"expansion_capture_probability_post_event": 0.203,
"lease_rate_change_pct": -0.15,
"occupancy_shift": -0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 41.25
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.02
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.387,
"capital_availability": 0.212,
"demand_pressure": 0.55,
"entitlement_friction": 0.463,
"labor_shortage": 0.897,
"portfolio_tightness": 0.545,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-101819",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:57:00Z",
"trace_id": "73b9dba3-290c-4cf0-acb9-f7dde946ffd8"
} | {
"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": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"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": true,
"growth_rate": 0.298,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.186,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.78,
"battery_mwh": 5.48,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-4E81E3C28A",
"grid_service_limit_mw": 15.23,
"gross_sqft": 1005099,
"infill_site": false,
"lease_expiry_months": 54,... | {
"capital_availability": 0.41,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.657,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.492,
"nearby_nodes": 8,
"network_redundancy_score": 0.476,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 45... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.2,
"dock_utilization_pct": 87,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"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": 1.61,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.4,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 1.46,
"rent_growth_90d_pct": 0.88,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 33063,
"annualized_revenue_impact_usd": 46674,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 444321,
"expansion_capture_probability_post_event": 0.419,
"lease_rate_change_pct": -0.05,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.72
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.15
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.58,
"capital_availability": 0.41,
"demand_pressure": 0.735,
"entitlement_friction": 0.492,
"labor_shortage": 0.806,
"portfolio_tightness": 0.398,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-101820",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:35:00Z",
"trace_id": "b7d347d9-7328-4392-8865-aeafb9868835"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"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": 0.081,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.287,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.79,
"battery_mwh": 9.91,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-6D89E7D969",
"grid_service_limit_mw": 18.62,
"gross_sqft": 1244026,
"infill_site": false,
"lease_expiry_months": 40,... | {
"capital_availability": 0.678,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.524,
"cross_node_rebalancing_capacity_pct": 0.124,
"entitlement_friction": 0.226,
"nearby_nodes": 8,
"network_redundancy_score": 0.628,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 77.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 82.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.747,
"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": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.5,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 0.38,
"rent_growth_90d_pct": 0.77,
"tenant_expansion_probability": 0.256
} | {
"annualized_noi_impact_usd": -149030,
"annualized_revenue_impact_usd": -205257,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 421232,
"expansion_capture_probability_post_event": 0.189,
"lease_rate_change_pct": -1.3,
"occupancy_shift": 0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.11
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.25
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.533,
"capital_availability": 0.678,
"demand_pressure": 0.502,
"entitlement_friction": 0.226,
"labor_shortage": 0.698,
"portfolio_tightness": 0.361,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-101821",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:30:00Z",
"trace_id": "2d6741ea-30f0-4ba9-8bd4-1d4bfc137dc3"
} | {
"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": 8.8,
"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": 0.44,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.42,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.77,
"battery_mwh": 1.27,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-C5E7D7B90D",
"grid_service_limit_mw": 20.32,
"gross_sqft": 1093215,
"infill_site": false,
"lease_expiry_months": 15,
"o... | {
"capital_availability": 0.746,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.4,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.191,
"nearby_nodes": 3,
"network_redundancy_score": 0.446,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.5,
"dock_utilization_pct": 89.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"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": 1.9,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.9,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 3.38,
"rent_growth_90d_pct": 4.87,
"tenant_expansion_probability": 0.669
} | {
"annualized_noi_impact_usd": 143202,
"annualized_revenue_impact_usd": 203072,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 462291,
"expansion_capture_probability_post_event": 0.586,
"lease_rate_change_pct": 4.21,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.92
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.19
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.487,
"capital_availability": 0.746,
"demand_pressure": 0.865,
"entitlement_friction": 0.191,
"labor_shortage": 0.727,
"portfolio_tightness": 0.495,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-101822",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:26:00Z",
"trace_id": "d663bfb0-3bb2-4d84-b74f-4a1f3c11ac9a"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"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": false,
"growth_rate": 0.286,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.225,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.3,
"battery_mwh": 9.23,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-E0FAA2DB1F",
"grid_service_limit_mw": 16.82,
"gross_sqft": 476094,
"infill_site": false,
"lease_expiry_months": 37,
... | {
"capital_availability": 0.238,
"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.764,
"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.62,
"nearby_nodes": 7,
"network_redundancy_score": 0.447,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 77.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.5,
"dock_utilization_pct": 84.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fill_ra... | {
"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": 1.84,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.5,
"occupancy_90d": 0.893,
"rent_growth_30d_pct": 1.81,
"rent_growth_90d_pct": 1.07,
"tenant_expansion_probability": 0.534
} | {
"annualized_noi_impact_usd": 9269,
"annualized_revenue_impact_usd": 13681,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 533542,
"expansion_capture_probability_post_event": 0.437,
"lease_rate_change_pct": -0.3,
"occupancy_shift": 0.008,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.35
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.84
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.372,
"capital_availability": 0.238,
"demand_pressure": 0.554,
"entitlement_friction": 0.62,
"labor_shortage": 0.925,
"portfolio_tightness": 0.538,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-101823",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:26:00Z",
"trace_id": "ae8fea87-7391-48b7-90f6-1f222f68728c"
} | {
"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": "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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.208,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.258,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.42,
"battery_mwh": 6.95,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-9E01DCF912",
"grid_service_limit_mw": 17.15,
"gross_sqft": 750004,
"infill_site": false,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.698,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.485,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.239,
"nearby_nodes": 7,
"network_redundancy_score": 0.563,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 81.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"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": 1.57,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.4,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": -0.52,
"rent_growth_90d_pct": -0.51,
"tenant_expansion_probability": 0.349
} | {
"annualized_noi_impact_usd": -65500,
"annualized_revenue_impact_usd": -93731,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 45,
"estimated_capex_usd": 464372,
"expansion_capture_probability_post_event": 0.262,
"lease_rate_change_pct": -1.74,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.33
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 25.98
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.699,
"capital_availability": 0.698,
"demand_pressure": 0.463,
"entitlement_friction": 0.239,
"labor_shortage": 0.791,
"portfolio_tightness": 0.303,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-101824",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:17:00Z",
"trace_id": "3cfe9483-b0df-4e5d-bc54-b0e64493bda2"
} | {
"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": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.419,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.08,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.24,
"battery_mwh": 1.95,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-3C5E47DB72",
"grid_service_limit_mw": 14.46,
"gross_sqft": 336509,
"infill_site": false,
"lease_expiry_months": 67,
"occ... | {
"capital_availability": 0.298,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.491,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.477,
"nearby_nodes": 7,
"network_redundancy_score": 0.474,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.6,
"dock_utilization_pct": 87.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"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": 1.74,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.91,
"rent_growth_90d_pct": 3.52,
"tenant_expansion_probability": 0.648
} | {
"annualized_noi_impact_usd": 29983,
"annualized_revenue_impact_usd": 48725,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 522342,
"expansion_capture_probability_post_event": 0.558,
"lease_rate_change_pct": 2.85,
"occupancy_shift": 0.003,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.92
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.44
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.361,
"capital_availability": 0.298,
"demand_pressure": 0.757,
"entitlement_friction": 0.477,
"labor_shortage": 0.767,
"portfolio_tightness": 0.4,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-101825",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:06:00Z",
"trace_id": "09ff9d01-de82-4425-b635-a66f39c1bf46"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.146,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.146,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.2,
"battery_mwh": 9.17,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-F87D4F0A09",
"grid_service_limit_mw": 12.48,
"gross_sqft": 733669,
"infill_site": true,
"lease_expiry_months": 49,
"occup... | {
"capital_availability": 0.535,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.763,
"cross_node_rebalancing_capacity_pct": 0.114,
"entitlement_friction": 0.677,
"nearby_nodes": 3,
"network_redundancy_score": 0.544,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 77... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 83.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_... | {
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"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": 2.53,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.977,
"rent_growth_30d_pct": 2.52,
"rent_growth_90d_pct": 3.88,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": -4733,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 470708,
"expansion_capture_probability_post_event": 0.295,
"lease_rate_change_pct": 0.56,
"occupancy_shift": 0.009,
"service_penalty_risk_usd... | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 37.18
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.77
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.479,
"entitlement_friction": 0.677,
"labor_shortage": 0.978,
"portfolio_tightness": 0.712,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.87,
"id": "FORGE-101826",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:23:00Z",
"trace_id": "30fc9218-f40e-4ff6-852b-35c9fd332ed9"
} | {
"airport_proximity_km": 53,
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"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": "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": 0.131,
"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.105,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 10.56,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
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"facility_id": "FAC-D84AE34A72",
"grid_service_limit_mw": 8.66,
"gross_sqft": 617543,
"infill_site": true,
"lease_expiry_months": 54,
"... | {
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"entitlement_friction": 0.333,
"nearby_nodes": 3,
"network_redundancy_score": 0.528,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 13... | [
{
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"dock_utilization_pct": 81,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 84.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.6,
"shift_fill_ra... | {
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"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... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 1.94,
"rent_growth_90d_pct": 3.58,
"tenant_expansion_probability": 0.298
} | {
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"expansion_capture_probability_post_event": 0.178,
"lease_rate_change_pct": -0.04,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.43
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.08
},
{
"action": "lo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.595,
"demand_pressure": 0.362,
"entitlement_friction": 0.333,
"labor_shortage": 0.852,
"portfolio_tightness": 0.635,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-101827",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:58:00Z",
"trace_id": "e66f1417-2387-4974-ae33-d3117f7256fe"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"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",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.289,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 11.12,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-E6C0F8689C",
"grid_service_limit_mw": 13.18,
"gross_sqft": 934293,
"infill_site": true,
"lease_expiry_months": 34,
"occ... | {
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"cluster_utilization_pct": 0.883,
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"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.492,
"nearby_nodes": 4,
"network_redundancy_score": 0.852,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 199681... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 78.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_f... | {
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"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": 1.88,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": -0.38,
"rent_growth_90d_pct": 1.83,
"tenant_expansion_probability": 0.136
} | {
"annualized_noi_impact_usd": -145612,
"annualized_revenue_impact_usd": -250480,
"cap_rate_pressure_pct": -0.19,
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"expansion_capture_probability_post_event": 0.037,
"lease_rate_change_pct": -1.6,
"occupancy_shift": -0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.91
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.32
},
{
"action": "escalate_utility_interconnec... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.349,
"demand_pressure": 0.284,
"entitlement_friction": 0.492,
"labor_shortage": 0.569,
"portfolio_tightness": 0.446,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-101828",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:44:00Z",
"trace_id": "0c06055f-d307-4f7a-be8d-041dc943b55e"
} | {
"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": 8.1,
"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": 0.224,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.387,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 2.22,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 34,
"facility_id": "FAC-51EA5AADE3",
"grid_service_limit_mw": 22.79,
"gross_sqft": 345280,
"infill_site": false,
"lease_expiry_months": 8,
"occu... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.671,
"cross_node_rebalancing_capacity_pct": 0.04,
"entitlement_friction": 0.686,
"nearby_nodes": 4,
"network_redundancy_score": 0.342,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sqf... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 86.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.3,
"shift_fill_ra... | {
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"anomaly_score": 0.787,
"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": 1.91,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.6,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 1.27,
"rent_growth_90d_pct": 3.26,
"tenant_expansion_probability": 0.426
} | {
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"annualized_revenue_impact_usd": -12044,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 560676,
"expansion_capture_probability_post_event": 0.339,
"lease_rate_change_pct": 1.17,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.55
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.31
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.781,
"capital_availability": 0,
"demand_pressure": 0.688,
"entitlement_friction": 0.686,
"labor_shortage": 0.761,
"portfolio_tightness": 0.468,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-101829",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:12:00Z",
"trace_id": "b7d725e8-1e41-4dd4-8795-13b91b6ea6b5"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"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": 0.023,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.272,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.48,
"battery_mwh": 4.86,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-7BB997C9AE",
"grid_service_limit_mw": 19.5,
"gross_sqft": 950593,
"infill_site": true,
"lease_expiry_months": 55,
"... | {
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"cross_node_rebalancing_capacity_pct": 0.144,
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"nearby_nodes": 4,
"network_redundancy_score": 0.632,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 183067... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 79.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 46.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"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": 1.85,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.8,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": -0.58,
"rent_growth_90d_pct": -1.17,
"tenant_expansion_probability": 0.164
} | {
"annualized_noi_impact_usd": -230284,
"annualized_revenue_impact_usd": -308524,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 90,
"estimated_capex_usd": 388283,
"expansion_capture_probability_post_event": 0.082,
"lease_rate_change_pct": -3.71,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.42
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.696,
"capital_availability": 0.512,
"demand_pressure": 0.355,
"entitlement_friction": 0.159,
"labor_shortage": 0.942,
"portfolio_tightness": 0.351,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-101830",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:23:00Z",
"trace_id": "cf973460-fb54-44af-a79a-8e1f0ba56114"
} | {
"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": "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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.099,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.404,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.43,
"battery_mwh": 8.16,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-6B0748C0F9",
"grid_service_limit_mw": 9.85,
"gross_sqft": 721883,
"infill_site": false,
"lease_expiry_months": 41,
"occu... | {
"capital_availability": 0.714,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.684,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.36,
"nearby_nodes": 3,
"network_redundancy_score": 0.818,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 644... | [
{
"appointment_fill_pct": 88.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.7,
"dock_utilization_pct": 80.6,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_... | {
"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": 2.65,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.9,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 1.56,
"rent_growth_90d_pct": 3.59,
"tenant_expansion_probability": 0.306
} | {
"annualized_noi_impact_usd": -190393,
"annualized_revenue_impact_usd": -254292,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 631319,
"expansion_capture_probability_post_event": 0.21,
"lease_rate_change_pct": 0.22,
"occupancy_shift": -0.013,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.04
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.83
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.389,
"capital_availability": 0.714,
"demand_pressure": 0.348,
"entitlement_friction": 0.36,
"labor_shortage": 0.871,
"portfolio_tightness": 0.599,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-101831",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:47:00Z",
"trace_id": "1523e224-8efe-4e2b-bbfe-e36efc9c837c"
} | {
"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": 7.5,
"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": -0.016,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.271,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.78,
"battery_mwh": 4.01,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-49D9FC1C14",
"grid_service_limit_mw": 16.72,
"gross_sqft": 1191937,
"infill_site": false,
"lease_expiry_months": 63,... | {
"capital_availability": 0.497,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.56,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.434,
"nearby_nodes": 3,
"network_redundancy_score": 0.358,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 73.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 32.1,
"dock_utilization_pct": 77.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.724,
"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": 2.13,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.6,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": -0.04,
"rent_growth_90d_pct": 1.27,
"tenant_expansion_probability": 0.141... | {
"annualized_noi_impact_usd": -338642,
"annualized_revenue_impact_usd": -466818,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 30,
"estimated_capex_usd": 567970,
"expansion_capture_probability_post_event": 0.047,
"lease_rate_change_pct": -2,
"occupancy_shift": -0.014,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.36
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.09
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.632,
"capital_availability": 0.497,
"demand_pressure": 0.215,
"entitlement_friction": 0.434,
"labor_shortage": 0.58,
"portfolio_tightness": 0.536,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-101832",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:56:00Z",
"trace_id": "8e1298f5-2088-40bc-9e6d-87aadfd58e7e"
} | {
"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": 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": 0.174,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.079,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.69,
"battery_mwh": 11.67,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-B222C5E2DB",
"grid_service_limit_mw": 10.54,
"gross_sqft": 982071,
"infill_site": true,
"lease_expiry_months": 64,
"occ... | {
"capital_availability": 0.407,
"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.544,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.619,
"nearby_nodes": 5,
"network_redundancy_score": 0.322,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 77.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 80.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 67.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"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": 2.5,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.2,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 0.96,
"rent_growth_90d_pct": 3.3,
"tenant_expansion_probability": 0.358
} | {
"annualized_noi_impact_usd": -91032,
"annualized_revenue_impact_usd": -142956,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 744207,
"expansion_capture_probability_post_event": 0.235,
"lease_rate_change_pct": -0.04,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.84
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.55
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.488,
"capital_availability": 0.407,
"demand_pressure": 0.332,
"entitlement_friction": 0.619,
"labor_shortage": 0.946,
"portfolio_tightness": 0.591,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-101833",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:57:00Z",
"trace_id": "f6abeba2-47f6-4249-b17f-16a50682857b"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.172,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.216,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.54,
"battery_mwh": 0.57,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-0CBFA589D7",
"grid_service_limit_mw": 15.65,
"gross_sqft": 319855,
"infill_site": true,
"lease_expiry_months": 22,
"occu... | {
"capital_availability": 0.026,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.602,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.595,
"nearby_nodes": 8,
"network_redundancy_score": 0.438,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 77.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 83.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 60.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"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": 1.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.5,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": -0.21,
"rent_growth_90d_pct": 1.8,
"tenant_expansion_probability": 0.286
} | {
"annualized_noi_impact_usd": -35064,
"annualized_revenue_impact_usd": -50845,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 744129,
"expansion_capture_probability_post_event": 0.165,
"lease_rate_change_pct": -1.12,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.15
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.46
},
{
"action": "lock_power_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.587,
"capital_availability": 0.026,
"demand_pressure": 0.556,
"entitlement_friction": 0.595,
"labor_shortage": 0.853,
"portfolio_tightness": 0.318,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-101834",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:44:00Z",
"trace_id": "32e85626-5542-4101-b21e-e443f8461164"
} | {
"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": 6.8,
"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": 0.066,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.181,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.51,
"battery_mwh": 8.96,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-60546210B2",
"grid_service_limit_mw": 10.86,
"gross_sqft": 709700,
"infill_site": false,
"lease_expiry_months": 8,
"occu... | {
"capital_availability": 0.912,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.394,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.846,
"nearby_nodes": 2,
"network_redundancy_score": 0.409,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 129... | [
{
"appointment_fill_pct": 78.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.9,
"dock_utilization_pct": 82.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 33,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.65,
"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": 2.69,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 2.74,
"rent_growth_90d_pct": 4.3,
"tenant_expansion_probability": 0.406
} | {
"annualized_noi_impact_usd": 84694,
"annualized_revenue_impact_usd": 116043,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 536660,
"expansion_capture_probability_post_event": 0.366,
"lease_rate_change_pct": 0.67,
"occupancy_shift": 0.026,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 27.24
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 26.72
},
{
"action": "rebalance_carrier_mix",
"reason": "trans... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.912,
"demand_pressure": 0.457,
"entitlement_friction": 0.846,
"labor_shortage": 0.832,
"portfolio_tightness": 0.571,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-101835",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:05:00Z",
"trace_id": "4e7fcc51-3ebf-4645-9fab-1e54906bd878"
} | {
"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",
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"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": 8.6,
"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": 0.138,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.201,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.79,
"battery_mwh": 9.09,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 126,
"facility_id": "FAC-84526ED093",
"grid_service_limit_mw": 13.64,
"gross_sqft": 1265872,
"infill_site": false,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.231,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.803,
"cross_node_rebalancing_capacity_pct": 0.128,
"entitlement_friction": 0.197,
"nearby_nodes": 4,
"network_redundancy_score": 0.711,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 81.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 18.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"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": 1.88,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.9,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 0.7,
"rent_growth_90d_pct": 2.78,
"tenant_expansion_probability": 0.267
} | {
"annualized_noi_impact_usd": -115724,
"annualized_revenue_impact_usd": -174107,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 558592,
"expansion_capture_probability_post_event": 0.154,
"lease_rate_change_pct": -0.43,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.22
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.95
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.231,
"demand_pressure": 0.417,
"entitlement_friction": 0.197,
"labor_shortage": 0.858,
"portfolio_tightness": 0.432,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-101836",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:56:00Z",
"trace_id": "c16d1620-9697-4db2-afd6-2c17d5e8dcea"
} | {
"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": "Labor_Constraint",
"exposure": "power_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": 0.355,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.115,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.33,
"battery_mwh": 6.28,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-42D7D92062",
"grid_service_limit_mw": 11.82,
"gross_sqft": 854314,
"infill_site": false,
"lease_expiry_months": 68,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.688,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.576,
"nearby_nodes": 3,
"network_redundancy_score": 0.734,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87,
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"carrier_detention_risk_pct": 51.1,
"dock_utilization_pct": 84.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 68.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"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": 2.35,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.999,
"rent_growth_30d_pct": 2.17,
"rent_growth_90d_pct": 0.87,
"tenant_expansion_probability": 0.542
} | {
"annualized_noi_impact_usd": 68972,
"annualized_revenue_impact_usd": 95371,
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"expansion_capture_probability_post_event": 0.417,
"lease_rate_change_pct": -0.54,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.28
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.1
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.893,
"capital_availability": 0,
"demand_pressure": 0.554,
"entitlement_friction": 0.576,
"labor_shortage": 0.968,
"portfolio_tightness": 0.667,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-101837",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:35:00Z",
"trace_id": "99072d05-8432-4b4a-9c31-1c74a4b7cf22"
} | {
"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": 6.9,
"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": 0.139,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.422,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.76,
"battery_mwh": 11.92,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-37BAE2FC25",
"grid_service_limit_mw": 21.66,
"gross_sqft": 668006,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.357,
"cluster_utilization_pct": 0.848,
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"cross_node_rebalancing_capacity_pct": 0.04,
"entitlement_friction": 0.111,
"nearby_nodes": 7,
"network_redundancy_score": 0.876,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
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"dock_utilization_pct": 82.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.648,
"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": 2.46,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 91.2,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 2.6,
"rent_growth_90d_pct": 2.79,
"tenant_expansion_probability": 0.411
} | {
"annualized_noi_impact_usd": 31229,
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"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.396,
"lease_rate_change_pct": 0.96,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 25.75
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 25.04
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.572,
"capital_availability": 0.357,
"demand_pressure": 0.506,
"entitlement_friction": 0.111,
"labor_shortage": 0.503,
"portfolio_tightness": 0.438,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.894,
"id": "FORGE-101838",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:17:00Z",
"trace_id": "3d00c71c-9f53-4cf4-8ace-351f28b9b8df"
} | {
"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": 8.7,
"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": 0.35,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.375,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.5,
"battery_mwh": 11.4,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-2214058968",
"grid_service_limit_mw": 12.34,
"gross_sqft": 497840,
"infill_site": false,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.138,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.667,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.69,
"nearby_nodes": 5,
"network_redundancy_score": 0.367,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 88.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.1,
"dock_utilization_pct": 87.1,
"event_name": "TEMP_DELTA_ALERT",
"power_load_pct_of_service_limit": 42.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.826,
"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": 1.9,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.9,
"occupancy_90d": 0.886,
"rent_growth_30d_pct": 2.77,
"rent_growth_90d_pct": 1.83,
"tenant_expansion_probability": 0.596
} | {
"annualized_noi_impact_usd": 16554,
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"estimated_capex_usd": 493375,
"expansion_capture_probability_post_event": 0.486,
"lease_rate_change_pct": 0.53,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.02
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.26
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.249,
"capital_availability": 0.138,
"demand_pressure": 0.704,
"entitlement_friction": 0.69,
"labor_shortage": 0.864,
"portfolio_tightness": 0.554,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-101839",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:58:00Z",
"trace_id": "376e6994-af0b-446d-9b41-b52a4fde2488"
} | {
"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": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"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": 0.049,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.295,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.74,
"battery_mwh": 10.7,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 119,
"facility_id": "FAC-32FB449575",
"grid_service_limit_mw": 8.86,
"gross_sqft": 1190564,
"infill_site": false,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.562,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.25,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.795,
"nearby_nodes": 5,
"network_redundancy_score": 0.539,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 77.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 78.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 84,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.6,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"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": 2.4,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.8,
"occupancy_90d": 0.889,
"rent_growth_30d_pct": 0.27,
"rent_growth_90d_pct": 2.6,
"tenant_expansion_probability": 0.19
} | {
"annualized_noi_impact_usd": -561873,
"annualized_revenue_impact_usd": -759542,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 630534,
"expansion_capture_probability_post_event": 0.048,
"lease_rate_change_pct": -2.01,
"occupancy_shift": -0.017,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.13
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.16
},
{
"action": "shift_overflow_to_satelli... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.562,
"demand_pressure": 0.246,
"entitlement_friction": 0.795,
"labor_shortage": 1,
"portfolio_tightness": 0.599,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-101840",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:10:00Z",
"trace_id": "8d38fced-9992-42d6-99bc-05cd36d6b36a"
} | {
"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": 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": -0.021,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.445,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.74,
"battery_mwh": 2.49,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-C8655BDEDA",
"grid_service_limit_mw": 9.19,
"gross_sqft": 999369,
"infill_site": false,
"lease_expiry_months": 50,
"occu... | {
"capital_availability": 0.626,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.781,
"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.527,
"nearby_nodes": 5,
"network_redundancy_score": 0.603,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 67... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.5,
"dock_utilization_pct": 87,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.678,
"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": 2.94,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.5,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 4.82,
"rent_growth_90d_pct": 7.32,
"tenant_expansion_probability": 0.332
} | {
"annualized_noi_impact_usd": 148935,
"annualized_revenue_impact_usd": 248951,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 446094,
"expansion_capture_probability_post_event": 0.303,
"lease_rate_change_pct": 2.77,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 25.85
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 24.3
},
{
"action": "secure_pop_up_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.626,
"demand_pressure": 0.685,
"entitlement_friction": 0.527,
"labor_shortage": 0.652,
"portfolio_tightness": 0.603,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-101841",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:01:00Z",
"trace_id": "826e637d-a425-4cb3-b40a-787068949abf"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.8,
"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": 0.438,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.057,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.36,
"battery_mwh": 11.15,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-0FD5B75E57",
"grid_service_limit_mw": 17.27,
"gross_sqft": 920210,
"infill_site": false,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.262,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.766,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.4,
"nearby_nodes": 5,
"network_redundancy_score": 0.636,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 92.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 55.9,
"dock_utilization_pct": 86.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_r... | {
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"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": 2.08,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.95,
"rent_growth_30d_pct": 1.78,
"rent_growth_90d_pct": 3.82,
"tenant_expansion_probability": 0.652
... | {
"annualized_noi_impact_usd": 205796,
"annualized_revenue_impact_usd": 317506,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.551,
"lease_rate_change_pct": 2.8,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 49.62
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.73
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.262,
"demand_pressure": 0.724,
"entitlement_friction": 0.4,
"labor_shortage": 1,
"portfolio_tightness": 0.436,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-101842",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:09:00Z",
"trace_id": "6a95c84b-50ae-45d0-b5ec-67ae5b6b26dd"
} | {
"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": 8.2,
"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": 0.258,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.466,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.28,
"battery_mwh": 12.13,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-6556E2B676",
"grid_service_limit_mw": 13.44,
"gross_sqft": 644539,
"infill_site": false,
"lease_expiry_months": 47,
"oc... | {
"capital_availability": 0.488,
"cluster_utilization_pct": 0.941,
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"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.698,
"nearby_nodes": 2,
"network_redundancy_score": 0.318,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 655885... | [
{
"appointment_fill_pct": 91.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 84.4,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"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": 1.75,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.5,
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"rent_growth_30d_pct": 0.83,
"rent_growth_90d_pct": 0.26,
"tenant_expansion_probability": 0.467
} | {
"annualized_noi_impact_usd": -49913,
"annualized_revenue_impact_usd": -76840,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 490207,
"expansion_capture_probability_post_event": 0.37,
"lease_rate_change_pct": -1.1,
"occupancy_shift": -0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.94
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.79
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.682,
"capital_availability": 0.488,
"demand_pressure": 0.586,
"entitlement_friction": 0.698,
"labor_shortage": 0.892,
"portfolio_tightness": 0.462,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-101843",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:22:00Z",
"trace_id": "c64f1c0b-7e5c-4d65-9324-de17ccdc86de"
} | {
"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": "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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.272,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.154,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.3,
"battery_mwh": 9.5,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-AA6CEDA75F",
"grid_service_limit_mw": 9.61,
"gross_sqft": 662361,
"infill_site": false,
"lease_expiry_months": 40,
"o... | {
"capital_availability": 0.222,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.611,
"cross_node_rebalancing_capacity_pct": 0.086,
"entitlement_friction": 0.359,
"nearby_nodes": 2,
"network_redundancy_score": 0.79,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 84.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"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": 2.59,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 2.66,
"rent_growth_90d_pct": 2.47,
"tenant_expansion_probability": 0.53
} | {
"annualized_noi_impact_usd": 42600,
"annualized_revenue_impact_usd": 70225,
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"lease_rate_change_pct": 1,
"occupancy_shift": 0.003,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.44
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.27
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.545,
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"entitlement_friction": 0.359,
"labor_shortage": 0.893,
"portfolio_tightness": 0.63,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-101844",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:59:00Z",
"trace_id": "6a0fb74d-81ff-4377-bfa7-dbdc8668af39"
} | {
"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",
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{
"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": false,
"growth_rate": 0.15,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.193,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.21,
"battery_mwh": 4.97,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-80696A4EFC",
"grid_service_limit_mw": 17.13,
"gross_sqft": 676148,
"infill_site": false,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.425,
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"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.569,
"nearby_nodes": 7,
"network_redundancy_score": 0.367,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 82.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"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": 1.5,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.7,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": -0.27,
"rent_growth_90d_pct": -0.24,
"tenant_expansion_probability": 0.31
} | {
"annualized_noi_impact_usd": -53698,
"annualized_revenue_impact_usd": -86665,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 30,
"estimated_capex_usd": 409903,
"expansion_capture_probability_post_event": 0.216,
"lease_rate_change_pct": -2.23,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.18
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.08
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.673,
"capital_availability": 0.425,
"demand_pressure": 0.513,
"entitlement_friction": 0.569,
"labor_shortage": 0.844,
"portfolio_tightness": 0.349,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-101845",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:08:00Z",
"trace_id": "83d7830f-f692-4fc5-879e-bcdd3947a04f"
} | {
"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": 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": 0.332,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.096,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.7,
"battery_mwh": 4.24,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 48,
"facility_id": "FAC-E3E04DE6D8",
"grid_service_limit_mw": 11.73,
"gross_sqft": 488280,
"infill_site": false,
"lease_expiry_months": 17,
"occup... | {
"capital_availability": 0.431,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.485,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.602,
"nearby_nodes": 4,
"network_redundancy_score": 0.314,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 85.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.841,
"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": 1.46,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.5,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 0.22,
"rent_growth_90d_pct": 1.44,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -2719,
"annualized_revenue_impact_usd": -4354,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 696656,
"expansion_capture_probability_post_event": 0.302,
"lease_rate_change_pct": -0.13,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.9
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 35.66
},
{
"action": "rebalance_carrier_mi... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.665,
"capital_availability": 0.431,
"demand_pressure": 0.687,
"entitlement_friction": 0.602,
"labor_shortage": 0.671,
"portfolio_tightness": 0.305,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-101846",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:31:00Z",
"trace_id": "f8c386d6-5f37-40db-b526-bd99ff3aad56"
} | {
"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": true,
"growth_rate": -0.029,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.312,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.19,
"battery_mwh": 0.36,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-CFAB77C327",
"grid_service_limit_mw": 11.26,
"gross_sqft": 838907,
"infill_site": false,
"lease_expiry_months": 63,
"occ... | {
"capital_availability": 0.306,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.515,
"cross_node_rebalancing_capacity_pct": 0.143,
"entitlement_friction": 0.79,
"nearby_nodes": 2,
"network_redundancy_score": 0.583,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 828... | [
{
"appointment_fill_pct": 73.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 79.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"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": 2.32,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.4,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": 0.79,
"rent_growth_90d_pct": 2.72,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -339250,
"annualized_revenue_impact_usd": -532248,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 90,
"estimated_capex_usd": 675591,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.3,
"occupancy_shift": -0.017,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.13
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 34.54
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.858,
"capital_availability": 0.306,
"demand_pressure": 0.242,
"entitlement_friction": 0.79,
"labor_shortage": 1,
"portfolio_tightness": 0.716,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-101847",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:17:00Z",
"trace_id": "aca8fb46-cda0-45c1-a97c-522a98df40f4"
} | {
"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": "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": false,
"growth_rate": 0.238,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.382,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.78,
"battery_mwh": 9.94,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 141,
"facility_id": "FAC-366487352B",
"grid_service_limit_mw": 8.81,
"gross_sqft": 1414117,
"infill_site": false,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.536,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.58,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.271,
"nearby_nodes": 8,
"network_redundancy_score": 0.334,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 912... | [
{
"appointment_fill_pct": 90.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 83.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 65.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"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": 2.45,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.6,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 2.15,
"rent_growth_90d_pct": 1.7,
"tenant_expansion_probability": 0.431
} | {
"annualized_noi_impact_usd": -189821,
"annualized_revenue_impact_usd": -251210,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 525954,
"expansion_capture_probability_post_event": 0.328,
"lease_rate_change_pct": -0.38,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.21
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.45
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.87,
"capital_availability": 0.536,
"demand_pressure": 0.482,
"entitlement_friction": 0.271,
"labor_shortage": 1,
"portfolio_tightness": 0.661,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-101848",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:35:00Z",
"trace_id": "00effa29-d737-46f7-b40b-23dd4fca6b42"
} | {
"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": 8.7,
"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": 0.424,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.136,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.19,
"battery_mwh": 5.04,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-311938054F",
"grid_service_limit_mw": 12.3,
"gross_sqft": 417577,
"infill_site": true,
"lease_expiry_months": 56,
"occup... | {
"capital_availability": 0.414,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.712,
"cross_node_rebalancing_capacity_pct": 0.058,
"entitlement_friction": 0.858,
"nearby_nodes": 2,
"network_redundancy_score": 0.349,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 95.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.8,
"dock_utilization_pct": 87.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"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": 2.31,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.44,
"rent_growth_90d_pct": 3.81,
"tenant_expansion_probability": 0.651
} | {
"annualized_noi_impact_usd": 60258,
"annualized_revenue_impact_usd": 102950,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.536,
"lease_rate_change_pct": 2.55,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.17
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.85
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.699,
"capital_availability": 0.414,
"demand_pressure": 0.717,
"entitlement_friction": 0.858,
"labor_shortage": 0.782,
"portfolio_tightness": 0.608,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-101849",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:49:00Z",
"trace_id": "13e07be5-bac1-486c-b440-653133c9d89f"
} | {
"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": 8.6,
"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": 0.276,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.41,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.44,
"battery_mwh": 5.59,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 147,
"facility_id": "FAC-EEC47E6832",
"grid_service_limit_mw": 23.96,
"gross_sqft": 1473700,
"infill_site": false,
"lease_expiry_months": 47,... | {
"capital_availability": 0.278,
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"competitive_pressure_score": 0.283,
"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.696,
"nearby_nodes": 2,
"network_redundancy_score": 0.449,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 448731... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.7,
"dock_utilization_pct": 89.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"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": 1.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.5,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 2.48,
"rent_growth_90d_pct": 2.15,
"tenant_expansion_probability": 0.492
... | {
"annualized_noi_impact_usd": 54391,
"annualized_revenue_impact_usd": 86802,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 572967,
"expansion_capture_probability_post_event": 0.397,
"lease_rate_change_pct": 0.51,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.24
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.77
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.278,
"demand_pressure": 0.845,
"entitlement_friction": 0.696,
"labor_shortage": 0.802,
"portfolio_tightness": 0.499,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-101850",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:49:00Z",
"trace_id": "1b544472-45ad-4204-be09-d22a8bab3e77"
} | {
"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",
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"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": 8.7,
"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": 0.345,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.421,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.37,
"battery_mwh": 10.39,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-45A3966856",
"grid_service_limit_mw": 27.58,
"gross_sqft": 635186,
"infill_site": true,
"lease_expiry_months": 18,
"occ... | {
"capital_availability": 0.019,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.409,
"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.649,
"nearby_nodes": 7,
"network_redundancy_score": 0.647,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 92.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"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... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 2.89,
"rent_growth_90d_pct": 1.66,
"tenant_expansion_probability": 0.551
} | {
"annualized_noi_impact_usd": 27948,
"annualized_revenue_impact_usd": 39108,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.468,
"lease_rate_change_pct": 1.1,
"occupancy_shift": 0.016,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.81
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.97
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.019,
"demand_pressure": 1,
"entitlement_friction": 0.649,
"labor_shortage": 0.574,
"portfolio_tightness": 0.469,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-101851",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:29:00Z",
"trace_id": "1ca17919-d5c4-4b1d-92c5-ec02fb70fa65"
} | {
"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",
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{
"action": "reviewed_capacity_signal",
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"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,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
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"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.369,
"seasonality": 0.82,
"service_level_ta... | {
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"battery_mwh": 2.72,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-DAD2654683",
"grid_service_limit_mw": 12.05,
"gross_sqft": 487755,
"infill_site": true,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.366,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.293,
"cross_node_rebalancing_capacity_pct": 0.216,
"entitlement_friction": 0.628,
"nearby_nodes": 2,
"network_redundancy_score": 0.527,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 82.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.3,
"shift_fill_... | {
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"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": 1.83,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
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"rent_growth_30d_pct": 0.99,
"rent_growth_90d_pct": 2.59,
"tenant_expansion_probability": 0.208
} | {
"annualized_noi_impact_usd": -50874,
"annualized_revenue_impact_usd": -68440,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.113,
"lease_rate_change_pct": -1.42,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
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{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.48
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.59
},
{
"action": "shift_overflow_to_satellite",
"r... | {
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"capital_availability": 0.366,
"demand_pressure": 0.47,
"entitlement_friction": 0.628,
"labor_shortage": 0.971,
"portfolio_tightness": 0.479,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-101852",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:38:00Z",
"trace_id": "f663cc12-6ab2-49cf-a235-78eee6cf13ab"
} | {
"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",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.379,
"seasonality": 0.74,
"service_level... | {
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"battery_mwh": 10.41,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-4CDA069235",
"grid_service_limit_mw": 13.49,
"gross_sqft": 916978,
"infill_site": false,
"lease_expiry_months": 61,
"oc... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.523,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 89... | [
{
"appointment_fill_pct": 83,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 86.7,
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"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"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... | {
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"forecast_uncertainty_band": "contained",
"market_entry_score": 78.6,
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"rent_growth_30d_pct": 1.72,
"rent_growth_90d_pct": 3.13,
"tenant_expansion_probability": 0.48
} | {
"annualized_noi_impact_usd": 40754,
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"lease_rate_change_pct": 2.21,
"occupancy_shift": 0.006,
"service_penalty_risk_usd... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.76
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.31
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.23,
"demand_pressure": 0.716,
"entitlement_friction": 0.208,
"labor_shortage": 0.537,
"portfolio_tightness": 0.415,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-101853",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:40:00Z",
"trace_id": "4e758c60-f561-42dd-9b1c-7783b33a2d15"
} | {
"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",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
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"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.311,
"seasonality": 0.61,
"service_level_target": 0.95... | {
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"battery_mwh": 9.92,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-97A13F27C7",
"grid_service_limit_mw": 8.89,
"gross_sqft": 983530,
"infill_site": false,
"lease_expiry_months": 53,
"occu... | {
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"entitlement_friction": 0.842,
"nearby_nodes": 6,
"network_redundancy_score": 0.455,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 89.5,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 37.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"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": 2.85,
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"market_entry_score": 76,
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"rent_growth_30d_pct": 3.91,
"rent_growth_90d_pct": 4.44,
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} | {
"annualized_noi_impact_usd": 115190,
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"expansion_capture_probability_post_event": 0.357,
"lease_rate_change_pct": 0.46,
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"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.55
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 24.44
},
{
"action": "hold_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.842,
"labor_shortage": 0.844,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-101854",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:58:00Z",
"trace_id": "a3e0fa03-3f24-4edf-a9ea-8ce6c4d529fe"
} | {
"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",
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{
"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.197,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 2.96,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-C3858564E0",
"grid_service_limit_mw": 18.17,
"gross_sqft": 644096,
"infill_site": false,
"lease_expiry_months": 8,
... | {
"capital_availability": 0.766,
"cluster_utilization_pct": 0.901,
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"nearby_nodes": 8,
"network_redundancy_score": 0.691,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 82.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"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": 2.35,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.1,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 1.32,
"rent_growth_90d_pct": 3.64,
"tenant_expansion_probabilit... | {
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"annualized_revenue_impact_usd": -96541,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 476583,
"expansion_capture_probability_post_event": 0.122,
"lease_rate_change_pct": 0.17,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.28
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.07
},
{
"action": "escalate_util... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.766,
"demand_pressure": 0.48,
"entitlement_friction": 0.116,
"labor_shortage": 0.718,
"portfolio_tightness": 0.435,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-101855",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:02:00Z",
"trace_id": "2e6e88a8-5070-4b9b-b690-687932f4b387"
} | {
"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",
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{
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"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,
"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": 0.175,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.339,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.73,
"battery_mwh": 0.68,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-4A271941E2",
"grid_service_limit_mw": 19.3,
"gross_sqft": 228775,
"infill_site": false,
"lease_expiry_months": 19,
"occup... | {
"capital_availability": 0.539,
"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.498,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.262,
"nearby_nodes": 6,
"network_redundancy_score": 0.513,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.1,
"dock_utilization_pct": 82.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"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": 1.65,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.2,
"occupancy_90d": 0.887,
"rent_growth_30d_pct": 0.57,
"rent_growth_90d_pct": 2.07,
"tenant_expansion_probability": 0.31
} | {
"annualized_noi_impact_usd": -38182,
"annualized_revenue_impact_usd": -52295,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 530216,
"expansion_capture_probability_post_event": 0.224,
"lease_rate_change_pct": 0.18,
"occupancy_shift": -0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.53
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 27.53
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.539,
"demand_pressure": 0.516,
"entitlement_friction": 0.262,
"labor_shortage": 0.516,
"portfolio_tightness": 0.405,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-101856",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T15:00:00Z",
"trace_id": "8a1ff6c4-5ef1-49f4-8b2a-07e04b6c0781"
} | {
"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",
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"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": 8.1,
"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": -0.012,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.119,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.38,
"battery_mwh": 10.32,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 137,
"facility_id": "FAC-57A8D6A544",
"grid_service_limit_mw": 8.97,
"gross_sqft": 1371098,
"infill_site": true,
"lease_expiry_months": 63,
"oc... | {
"capital_availability": 0.534,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.289,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.524,
"nearby_nodes": 5,
"network_redundancy_score": 0.581,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 87.9,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 81,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"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": 2.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.07,
"rent_growth_90d_pct": 2.75,
"tenant_expansion_probability": 0.179
... | {
"annualized_noi_impact_usd": -363166,
"annualized_revenue_impact_usd": -493287,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 561494,
"expansion_capture_probability_post_event": 0.072,
"lease_rate_change_pct": -1.55,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.84
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.57
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.534,
"demand_pressure": 0.373,
"entitlement_friction": 0.524,
"labor_shortage": 1,
"portfolio_tightness": 0.58,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-101857",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:59:00Z",
"trace_id": "c7126d40-2934-4c61-8000-95ae5b09f13e"
} | {
"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",
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{
"action": "reviewed_capacity_signal",
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"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": "500m_1b",
"expansion_request_open": true,
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.127,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.54,
"battery_mwh": 10.46,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-0F1F2231CD",
"grid_service_limit_mw": 13.08,
"gross_sqft": 1173798,
"infill_site": false,
"lease_expiry_months": 53,
"... | {
"capital_availability": 0.222,
"cluster_utilization_pct": 0.939,
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"entitlement_friction": 0.272,
"nearby_nodes": 6,
"network_redundancy_score": 0.79,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 78.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 84,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"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": 1.67,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.3,
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"rent_growth_30d_pct": 1.15,
"rent_growth_90d_pct": 3.14,
"tenant_expansion_probability": 0.223
} | {
"annualized_noi_impact_usd": -76739,
"annualized_revenue_impact_usd": -102498,
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"decision_horizon_days": 60,
"estimated_capex_usd": 321541,
"expansion_capture_probability_post_event": 0.154,
"lease_rate_change_pct": -0.07,
"occupancy_shift": 0.015,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.61
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.95
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.836,
"capital_availability": 0.222,
"demand_pressure": 0.555,
"entitlement_friction": 0.272,
"labor_shortage": 0.864,
"portfolio_tightness": 0.484,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-101858",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:56:00Z",
"trace_id": "561c5184-76aa-4f5e-94c2-b15292b2b881"
} | {
"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": 8.6,
"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": 0.19,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.145,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.52,
"battery_mwh": 7.48,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-B5D5D29E97",
"grid_service_limit_mw": 20.71,
"gross_sqft": 478083,
"infill_site": true,
"lease_expiry_months": 57,
"occu... | {
"capital_availability": 0.101,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.479,
"cross_node_rebalancing_capacity_pct": 0.066,
"entitlement_friction": 0.363,
"nearby_nodes": 6,
"network_redundancy_score": 0.616,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.5,
"dock_utilization_pct": 82.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 71.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.7,
"shift_fill_... | {
"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": 2.3,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.1,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 1.15,
"rent_growth_90d_pct": 0.03,
"tenant_expansion_probability": 0.333
} | {
"annualized_noi_impact_usd": -53741,
"annualized_revenue_impact_usd": -70873,
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"decision_horizon_days": 60,
"estimated_capex_usd": 733627,
"expansion_capture_probability_post_event": 0.217,
"lease_rate_change_pct": -2,
"occupancy_shift": 0,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.31
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.37
},
{
"action": "shift_overflow_to_satellite... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.256,
"capital_availability": 0.101,
"demand_pressure": 0.473,
"entitlement_friction": 0.363,
"labor_shortage": 0.68,
"portfolio_tightness": 0.448,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.737,
"id": "FORGE-101859",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:52:00Z",
"trace_id": "77a8f098-b2f4-4883-a41f-b4c8acac92ae"
} | {
"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",
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{
"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": 6.9,
"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": 0.21,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.256,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.51,
"battery_mwh": 0.11,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-B5AA1BE23B",
"grid_service_limit_mw": 21.89,
"gross_sqft": 428751,
"infill_site": true,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.433,
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"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.609,
"nearby_nodes": 3,
"network_redundancy_score": 0.578,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"power_load_pct_of_service_limit": 46.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.3,
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"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",
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"tenant_expansion_probability": 0.... | {
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"service_penalty_risk_usd": 0... | {
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{
"action": "shift_overflow_to_satellite",
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{
... | {
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"labor_shortage": 0.568,
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-101860",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:48:00Z",
"trace_id": "66d7a65f-c460-4593-8986-911c8159df06"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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},
{
"action": "validated_operational_friction",
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},
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "standard",
"risk_of_churn": 0.391,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"building_class": "class_a",
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"gross_sqft": 186151,
"infill_site": true,
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"occup... | {
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"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
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} | {
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"score": 33.22
},
{
"action": "shift_overflow_to_satellite",
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{
... | {
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... |
1.0.0-forge-industrial-sample | {
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:49:00Z",
"trace_id": "c99be937-5a98-46a3-be26-aae6096ed80c"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
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"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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... | {
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.21
},
{
"action": "lock_power_cap... | {
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-101862",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:34:00Z",
"trace_id": "6f8a4721-537e-44da-bc5a-a14b969e1eb6"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"gross_sqft": 322652,
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"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
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"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... | {
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"rent_growth_90d_pct": 0.68,
"tenant_expansion_probability": 0.517... | {
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{
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"score": 39.51
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{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.97
},
{
"action": "rebalance_carr... | {
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:16:00Z",
"trace_id": "17e3579a-da73-45a9-b3b2-5381a951ee1f"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"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"
}
} | {
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"retention_priority": "high",
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"seasonality": 0.82,
"service_level_target": 0... | {
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"infill_site": true,
"lease_expiry_months": 50,
"occupa... | {
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"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 21... | [
{
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"power_load_pct_of_service_limit": 55.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.2,
"shift_... | {
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"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",
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} | {
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"service_penalty_risk... | {
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{
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},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.3
},
{
"action": "deploy_peak_shaving",
"re... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-101864",
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"status": "triaged",
"timestamp": "2026-01-01T13:07:00Z",
"trace_id": "f30cac25-c951-4048-a9c1-0d8d739773da"
} | {
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
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"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",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.278,
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"service_level_t... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": true,
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"facility_id": "FAC-4104321B23",
"grid_service_limit_mw": 14.94,
"gross_sqft": 658593,
"infill_site": false,
"lease_expiry_months": 68,
"... | {
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"cross_node_rebalancing_capacity_pct": 0.134,
"entitlement_friction": 0.552,
"nearby_nodes": 8,
"network_redundancy_score": 0.876,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.2,
"dock_utilization_pct": 83.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 80.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"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": 1.81,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 1.26,
"rent_growth_90d_pct": 0.64,
"tenant_expansion_probability": 0.506
} | {
"annualized_noi_impact_usd": -11149,
"annualized_revenue_impact_usd": -17637,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 658609,
"expansion_capture_probability_post_event": 0.398,
"lease_rate_change_pct": -0.47,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.52
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.29
},
{
"action": "rebalance_carri... | {
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"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.731,
"demand_pressure": 0.523,
"entitlement_friction": 0.552,
"labor_shortage": 0.738,
"portfolio_tightness": 0.484,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-101865",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:22:00Z",
"trace_id": "a118c249-4303-45f6-b426-e7a673094f73"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"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": 0.302,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.431,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.59,
"battery_mwh": 11.53,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-D8A0B8E180",
"grid_service_limit_mw": 8.23,
"gross_sqft": 1138501,
"infill_site": true,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.427,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.286,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.375,
"nearby_nodes": 7,
"network_redundancy_score": 0.489,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 3542... | [
{
"appointment_fill_pct": 91,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 85.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 64.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"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": 2.61,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.09,
"rent_growth_90d_pct": 2.03,
"tenant_expansion_probability": 0.541
} | {
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"decision_horizon_days": 30,
"estimated_capex_usd": 615584,
"expansion_capture_probability_post_event": 0.437,
"lease_rate_change_pct": 0.34,
"occupancy_shift": -0.005,
"service_penalty_risk_u... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.56
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.28
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.427,
"demand_pressure": 0.559,
"entitlement_friction": 0.375,
"labor_shortage": 1,
"portfolio_tightness": 0.692,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-101866",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:32:00Z",
"trace_id": "06c054e5-0f0f-4643-b1c7-a2e7af327e93"
} | {
"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",
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"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": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.307,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.36,
"battery_mwh": 1.05,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-037A29BDA7",
"grid_service_limit_mw": 10.31,
"gross_sqft": 1028006,
"infill_site": true,
"lease_expiry_months": 18,
"oc... | {
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"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.588,
"cross_node_rebalancing_capacity_pct": 0.097,
"entitlement_friction": 0.563,
"nearby_nodes": 2,
"network_redundancy_score": 0.877,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.3,
"dock_utilization_pct": 87.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.3,
"shift_fill_r... | {
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"anomaly_score": 0.828,
"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... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.8,
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"rent_growth_30d_pct": 1.91,
"rent_growth_90d_pct": 0.56,
"tenant_expansion_probability": 0.526
} | {
"annualized_noi_impact_usd": 8000,
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"expansion_capture_probability_post_event": 0.42,
"lease_rate_change_pct": -0.33,
"occupancy_shift": 0.009,
"service_penalty_risk_usd... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.11
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.14
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.041,
"demand_pressure": 0.754,
"entitlement_friction": 0.563,
"labor_shortage": 0.748,
"portfolio_tightness": 0.447,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-101867",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:00:00Z",
"trace_id": "612133fe-6833-49e9-85b1-46784d17a4e9"
} | {
"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"
} | {
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{
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"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.217,
"seasonality": 0.74,
"service_level_t... | {
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"battery_mwh": 9.87,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-614CAB4233",
"grid_service_limit_mw": 16.65,
"gross_sqft": 615559,
"infill_site": false,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.591,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.583,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.72,
"nearby_nodes": 6,
"network_redundancy_score": 0.325,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 323719,... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.1,
"dock_utilization_pct": 82.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"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... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 79.3,
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"rent_growth_30d_pct": 0.63,
"rent_growth_90d_pct": -0.47,
"tenant_expansion_probability": 0.3... | {
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"annualized_revenue_impact_usd": -68258,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.273,
"lease_rate_change_pct": -2.47,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.24
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.91
},
{
"action": "deplo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.591,
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"entitlement_friction": 0.72,
"labor_shortage": 0.875,
"portfolio_tightness": 0.426,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.873,
"id": "FORGE-101868",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:07:00Z",
"trace_id": "69ead0b5-7bf4-4773-bc52-c706c917ed10"
} | {
"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"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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"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": "100m_250m",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.446,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 5.54,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 112,
"facility_id": "FAC-CA4BC95049",
"grid_service_limit_mw": 26.02,
"gross_sqft": 1127120,
"infill_site": false,
"lease_expiry_months": 60,
"oc... | {
"capital_availability": 0.282,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.292,
"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.199,
"nearby_nodes": 5,
"network_redundancy_score": 0.564,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 78.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.2,
"dock_utilization_pct": 82.3,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"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": 2.42,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.5,
"occupancy_90d": 0.885,
"rent_growth_30d_pct": 1.81,
"rent_growth_90d_pct": 0.89,
"tenant_expansion_probability": 0.369
} | {
"annualized_noi_impact_usd": -225784,
"annualized_revenue_impact_usd": -330552,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.251,
"lease_rate_change_pct": -1.3,
"occupancy_shift": -0.017,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.13
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.58
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.282,
"demand_pressure": 0.459,
"entitlement_friction": 0.199,
"labor_shortage": 0.792,
"portfolio_tightness": 0.508,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-101869",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:35:00Z",
"trace_id": "ae790214-04d9-45f8-b328-193c8d30c221"
} | {
"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",
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{
"action": "reviewed_capacity_signal",
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"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": 8.1,
"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,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.167,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.35,
"battery_mwh": 7.91,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 49,
"facility_id": "FAC-36F15D3745",
"grid_service_limit_mw": 16.61,
"gross_sqft": 492667,
"infill_site": true,
"lease_expiry_months": 13,
"occup... | {
"capital_availability": 0.323,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.748,
"cross_node_rebalancing_capacity_pct": 0.111,
"entitlement_friction": 0.112,
"nearby_nodes": 8,
"network_redundancy_score": 0.63,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.2,
"dock_utilization_pct": 77.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"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": 1.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.6,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": -0.29,
"rent_growth_90d_pct": 0.83,
"tenant_expansion_probability": 0.098
} | {
"annualized_noi_impact_usd": -106738,
"annualized_revenue_impact_usd": -151345,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 90,
"estimated_capex_usd": 665840,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.72,
"occupancy_shift": -0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.15
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.98
},
{
"action": "lock_power_capacity_reserva... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.323,
"demand_pressure": 0.235,
"entitlement_friction": 0.112,
"labor_shortage": 0.8,
"portfolio_tightness": 0.447,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-101870",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:22:00Z",
"trace_id": "2d51bc92-6c97-4b1b-bd58-0cd475fc0f18"
} | {
"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": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
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"LOG-PWR-009",
"LOG-LND-003"
],
"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": 0.247,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.09,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.74,
"battery_mwh": 0.37,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-AFD4E02C61",
"grid_service_limit_mw": 23.3,
"gross_sqft": 633710,
"infill_site": false,
"lease_expiry_months": 15,
"occu... | {
"capital_availability": 0.557,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.692,
"cross_node_rebalancing_capacity_pct": 0.08,
"entitlement_friction": 0.236,
"nearby_nodes": 5,
"network_redundancy_score": 0.41,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46,
"dock_utilization_pct": 82.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"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": 2.19,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.2,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": 0.98,
"rent_growth_90d_pct": 2.75,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": 7775,
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"decision_horizon_days": 60,
"estimated_capex_usd": 560200,
"expansion_capture_probability_post_event": 0.373,
"lease_rate_change_pct": 1.08,
"occupancy_shift": 0.011,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
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"reason": "service_continuity",
"score": 33.48
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.77
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.557,
"demand_pressure": 0.477,
"entitlement_friction": 0.236,
"labor_shortage": 0.863,
"portfolio_tightness": 0.457,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.88,
"id": "FORGE-101871",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:23:00Z",
"trace_id": "3a6dee8f-e517-40cc-9be5-6f1cab73c1d4"
} | {
"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",
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{
"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": 8.6,
"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": 0.16,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.366,
"seasonality": 0.82,
"service_level_target": 0.... | {
"automation_penetration": 0.8,
"battery_mwh": 1.77,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-2D3359F74B",
"grid_service_limit_mw": 14.85,
"gross_sqft": 737507,
"infill_site": false,
"lease_expiry_months": 60,
"occu... | {
"capital_availability": 0.58,
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"competitive_pressure_score": 0.545,
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"nearby_nodes": 6,
"network_redundancy_score": 0.527,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 209650,... | [
{
"appointment_fill_pct": 86.6,
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"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 90,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 47.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"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... | {
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"capacity_risk_band": "severe",
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"rent_growth_30d_pct": 2.86,
"rent_growth_90d_pct": 4.86,
"tenant_expansion_probability": 0.361
} | {
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"lease_rate_change_pct": 1.79,
"occupancy_shift": 0.014,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.97
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.72
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"demand_pressure": 0.872,
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"labor_shortage": 0.685,
"portfolio_tightness": 0.479,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-101872",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:19:00Z",
"trace_id": "a884ea18-c024-4c05-9900-9f1cbb528894"
} | {
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"environment": "production_portfolio",
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"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",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"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": "250m_500m",
"expansion_request_open": true,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.281,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 10,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-FE1D940101",
"grid_service_limit_mw": 24.91,
"gross_sqft": 363775,
"infill_site": false,
"lease_expiry_months": 33,
"... | {
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"cluster_utilization_pct": 0.844,
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"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.291,
"nearby_nodes": 3,
"network_redundancy_score": 0.566,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.9,
"dock_utilization_pct": 84.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"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": 2.06,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.13,
"rent_growth_90d_pct": 0.12,
"tenant_expansion_probability": 0.57
} | {
"annualized_noi_impact_usd": 14668,
"annualized_revenue_impact_usd": 24922,
"cap_rate_pressure_pct": -0.15,
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"expansion_capture_probability_post_event": 0.486,
"lease_rate_change_pct": 0.11,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.12
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.34
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.336,
"demand_pressure": 0.623,
"entitlement_friction": 0.291,
"labor_shortage": 0.751,
"portfolio_tightness": 0.418,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-101873",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:17:00Z",
"trace_id": "21192638-9e34-47bb-b66f-0d6c9a9e68e3"
} | {
"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",
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{
"action": "reviewed_capacity_signal",
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"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": "1b_plus",
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.258,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.2,
"battery_mwh": 11.52,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-AF3539BD2F",
"grid_service_limit_mw": 15.03,
"gross_sqft": 638628,
"infill_site": true,
"lease_expiry_months": 69,
"occu... | {
"capital_availability": 0.643,
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"cross_node_rebalancing_capacity_pct": 0.195,
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"nearby_nodes": 7,
"network_redundancy_score": 0.608,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 85.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"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": 2.5,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.39,
"rent_growth_90d_pct": 1.03,
"tenant_expansion_probability": 0.575
} | {
"annualized_noi_impact_usd": 104037,
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"expansion_capture_probability_post_event": 0.509,
"lease_rate_change_pct": 0.76,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 34.97
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.58
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.682,
"capital_availability": 0.643,
"demand_pressure": 0.58,
"entitlement_friction": 0.346,
"labor_shortage": 0.7,
"portfolio_tightness": 0.607,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-101874",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:28:00Z",
"trace_id": "a7fda936-1379-4a87-993b-7ac7f11ca3ed"
} | {
"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",
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{
"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": 8.2,
"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": 0.286,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.269,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.43,
"battery_mwh": 8.05,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-997E75A4EE",
"grid_service_limit_mw": 23.23,
"gross_sqft": 483011,
"infill_site": true,
"lease_expiry_months": 59,
"occu... | {
"capital_availability": 0.235,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.419,
"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.59,
"nearby_nodes": 6,
"network_redundancy_score": 0.593,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.5,
"dock_utilization_pct": 83,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 66.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"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": 1.88,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.3,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 0.11,
"rent_growth_90d_pct": 1.5,
"tenant_expansion_probability": 0.431
} | {
"annualized_noi_impact_usd": -8476,
"annualized_revenue_impact_usd": -12711,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 571794,
"expansion_capture_probability_post_event": 0.329,
"lease_rate_change_pct": 0.17,
"occupancy_shift": 0,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.77
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 28.42
},
{
"action": "rebalance_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.841,
"capital_availability": 0.235,
"demand_pressure": 0.522,
"entitlement_friction": 0.59,
"labor_shortage": 0.623,
"portfolio_tightness": 0.423,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-101875",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:07:00Z",
"trace_id": "bc913cab-462f-4176-9920-a43edd9c90d7"
} | {
"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": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.8,
"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": 0.113,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.174,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.61,
"battery_mwh": 7.2,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-73F15C5965",
"grid_service_limit_mw": 16.65,
"gross_sqft": 1146490,
"infill_site": false,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.892,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.719,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.537,
"nearby_nodes": 4,
"network_redundancy_score": 0.374,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 28.8,
"dock_utilization_pct": 80.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 67.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.639,
"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": 2.2,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.2,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 2.57,
"rent_growth_90d_pct": 3.4,
"tenant_expansion_probability": 0.398
} | {
"annualized_noi_impact_usd": 12492,
"annualized_revenue_impact_usd": 18216,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 619671,
"expansion_capture_probability_post_event": 0.351,
"lease_rate_change_pct": 0.56,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.59
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.64
},
{
"action": "monitor_and_stage",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.239,
"capital_availability": 0.892,
"demand_pressure": 0.334,
"entitlement_friction": 0.537,
"labor_shortage": 0.481,
"portfolio_tightness": 0.547,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-101876",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:52:00Z",
"trace_id": "3ec80086-9389-437b-9e98-9ffd42f550f0"
} | {
"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": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-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": "50m_100m",
"expansion_request_open": false,
"growth_rate": -0.038,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.182,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.59,
"battery_mwh": 0.66,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-A818DC2053",
"grid_service_limit_mw": 14.89,
"gross_sqft": 449780,
"infill_site": true,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.322,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.574,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.77,
"nearby_nodes": 5,
"network_redundancy_score": 0.484,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 79.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34,
"dock_utilization_pct": 77.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 65.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.717,
"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": 1.45,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.1,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": -1.46,
"rent_growth_90d_pct": -1.42,
"tenant_expansion_probability": 0.124
} | {
"annualized_noi_impact_usd": -138798,
"annualized_revenue_impact_usd": -181935,
"cap_rate_pressure_pct": -0.33,
"decision_horizon_days": 90,
"estimated_capex_usd": 493582,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.29,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.74
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.74
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.712,
"capital_availability": 0.322,
"demand_pressure": 0.227,
"entitlement_friction": 0.77,
"labor_shortage": 0.641,
"portfolio_tightness": 0.416,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-101877",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:43:00Z",
"trace_id": "ad5a4e02-6a57-452f-85da-a9bdd8d895ff"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"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": -0.023,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.138,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.39,
"battery_mwh": 1.51,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-D70E3FE5DC",
"grid_service_limit_mw": 21.82,
"gross_sqft": 160000,
"infill_site": false,
"lease_expiry_months": 69,
"occu... | {
"capital_availability": 0.679,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.43,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.433,
"nearby_nodes": 2,
"network_redundancy_score": 0.592,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.2,
"dock_utilization_pct": 85.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 79.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.733,
"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": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 3.49,
"rent_growth_90d_pct": 3.91,
"tenant_expansion_probability": 0.235
} | {
"annualized_noi_impact_usd": -4592,
"annualized_revenue_impact_usd": -6205,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 713700,
"expansion_capture_probability_post_event": 0.171,
"lease_rate_change_pct": -0.66,
"occupancy_shift": 0.027,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.16
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.6
},
{
"action": "deploy_peak_sh... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.437,
"capital_availability": 0.679,
"demand_pressure": 0.611,
"entitlement_friction": 0.433,
"labor_shortage": 0.818,
"portfolio_tightness": 0.509,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-101878",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:44:00Z",
"trace_id": "3c48ee69-6526-4fed-ac37-bb0991863bda"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"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": 0.282,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.339,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.36,
"battery_mwh": 9.67,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-E226DDDC8C",
"grid_service_limit_mw": 10.26,
"gross_sqft": 1018076,
"infill_site": true,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.459,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.63,
"cross_node_rebalancing_capacity_pct": 0.074,
"entitlement_friction": 0.448,
"nearby_nodes": 7,
"network_redundancy_score": 0.576,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 84,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.7,
"dock_utilization_pct": 87.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.5,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.727,
"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": 2.69,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.6,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 4.11,
"rent_growth_90d_pct": 6.43,
"tenant_expansion_probability": 0.58
} | {
"annualized_noi_impact_usd": 357279,
"annualized_revenue_impact_usd": 558155,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 30,
"estimated_capex_usd": 445824,
"expansion_capture_probability_post_event": 0.529,
"lease_rate_change_pct": 3.74,
"occupancy_shift": 0.024,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 45.45
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.55
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.678,
"capital_availability": 0.459,
"demand_pressure": 0.714,
"entitlement_friction": 0.448,
"labor_shortage": 0.834,
"portfolio_tightness": 0.566,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-101879",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:43:00Z",
"trace_id": "e5c22309-1a6f-4ed0-884b-0481e9bf0564"
} | {
"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": 8.2,
"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": 0.122,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.341,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.45,
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"building_class": "class_a_plus",
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... | {
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{
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{
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{
"action": "activate_temp_labor",
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"... |
1.0.0-forge-industrial-sample | {
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} | {
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} | {
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{
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{... | {
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{
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{
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{
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... | {
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1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T12:37:00Z",
"trace_id": "90fbc258-ecfe-4ccc-a9b3-338605682373"
} | {
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} | {
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{
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{... | {
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"LOG-LND-003"
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}
} | {
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"... | {
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{
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{
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{
"action": "shift_overflow_to... | {
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"... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T15:08:00Z",
"trace_id": "eb2fe592-a51b-4188-be59-44ecce6f21b7"
} | {
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"region": "mountain_us",
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} | {
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{
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{
... | {
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"LOG-LND-003"
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
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} | {
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{
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},
{
"action": "delay_spec_development",
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"score": 28.2
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{
"action": "rebalance_carr... | {
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1.0.0-forge-industrial-sample | {
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"status": "decision_pending",
"timestamp": "2026-01-01T14:35:00Z",
"trace_id": "fcdbd517-910b-4a08-bbe0-d8876dd6cfeb"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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... | {
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"LOG-YRD-007",
"LOG-CAP-003"
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
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} | {
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
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} | {
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"score": 30.48
},
{
"action": "rebalance_carrier_mix",
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"score": 29.9
},
{
"action": "lock_power_ca... | {
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-101884",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:11:00Z",
"trace_id": "70949481-7fba-43a6-87d9-1da1922122dc"
} | {
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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},
{
"action": "validated_operational_friction",
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... | {
"class": "Service_Window_Compression",
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"risk_of_churn": 0.189,
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"service_level_target": ... | {
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"battery_mwh": 9.94,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-748488D38A",
"grid_service_limit_mw": 11.16,
"gross_sqft": 925226,
"infill_site": false,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.32,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.346,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.408,
"nearby_nodes": 2,
"network_redundancy_score": 0.325,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 80.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_... | {
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"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_... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.9,
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"rent_growth_30d_pct": 2.03,
"rent_growth_90d_pct": 0.8,
"tenant_expansion_probability": 0.222
} | {
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"annualized_revenue_impact_usd": -531626,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 500771,
"expansion_capture_probability_post_event": 0.134,
"lease_rate_change_pct": -2.39,
"occupancy_shift": -0.003,
"service_penalty_r... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.76
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.79
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"demand_pressure": 0.313,
"entitlement_friction": 0.408,
"labor_shortage": 0.743,
"portfolio_tightness": 0.664,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.742,
"id": "FORGE-101885",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:46:00Z",
"trace_id": "87032a32-4375-4750-a7ff-ae9ae662becd"
} | {
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"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",
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{
"action": "reviewed_capacity_signal",
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"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": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.295,
"seasonality": 0.74,
"service_level... | {
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"battery_mwh": 3.82,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-B2D3739015",
"grid_service_limit_mw": 14.5,
"gross_sqft": 1190702,
"infill_site": false,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.634,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.605,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.083,
"nearby_nodes": 2,
"network_redundancy_score": 0.783,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 80.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 33.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.2,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.636,
"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": 2.04,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.6,
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"rent_growth_30d_pct": 1.79,
"rent_growth_90d_pct": 2.65,
"tenant_expansion_probability": 0.344
} | {
"annualized_noi_impact_usd": 7384,
"annualized_revenue_impact_usd": 11760,
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"decision_horizon_days": 60,
"estimated_capex_usd": 374016,
"expansion_capture_probability_post_event": 0.331,
"lease_rate_change_pct": 0.24,
"occupancy_shift": 0.016,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 24.46
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 23.75
},
{
"action": "activate_temp_labor",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.634,
"demand_pressure": 0.401,
"entitlement_friction": 0.083,
"labor_shortage": 0.65,
"portfolio_tightness": 0.383,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-101886",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:10:00Z",
"trace_id": "d4fc2379-d538-4b1c-b0a6-f45b30bbff89"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_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": "1b_plus",
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"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.302,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 8.95,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-7EB0FEC347",
"grid_service_limit_mw": 19.9,
"gross_sqft": 198610,
"infill_site": true,
"lease_expiry_months": 70,
"occup... | {
"capital_availability": 0.914,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.46,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.424,
"nearby_nodes": 4,
"network_redundancy_score": 0.567,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 281916,... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 79.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 16.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.657,
"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": 2.3,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.7,
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"rent_growth_30d_pct": 1.54,
"rent_growth_90d_pct": 2.99,
"tenant_expansion_probability": 0.236
} | {
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"annualized_revenue_impact_usd": -20522,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 568023,
"expansion_capture_probability_post_event": 0.191,
"lease_rate_change_pct": -0.62,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 28.51
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 26.99
},
{
"action": "offer_preemptive_expansion... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.914,
"demand_pressure": 0.332,
"entitlement_friction": 0.424,
"labor_shortage": 0.501,
"portfolio_tightness": 0.403,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-101887",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:54:00Z",
"trace_id": "229bef7c-4be8-4acb-9e51-3b39f861e089"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"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",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.133,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 3.54,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 32,
"facility_id": "FAC-370384C319",
"grid_service_limit_mw": 20.49,
"gross_sqft": 324833,
"infill_site": true,
"lease_expiry_months": 64,
"occup... | {
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"cluster_utilization_pct": 0.976,
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"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.509,
"nearby_nodes": 6,
"network_redundancy_score": 0.662,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 164117... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 85.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 66.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"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": 1.75,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 1,
"rent_growth_90d_pct": 0.99,
"tenant_expansion_probability": 0.627... | {
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"annualized_revenue_impact_usd": 72980,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 633439,
"expansion_capture_probability_post_event": 0.522,
"lease_rate_change_pct": 0.88,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.86
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.71
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.76,
"capital_availability": 0.439,
"demand_pressure": 0.648,
"entitlement_friction": 0.509,
"labor_shortage": 0.767,
"portfolio_tightness": 0.429,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-101888",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:47:00Z",
"trace_id": "dddba232-234b-4905-8634-e421ba04b653"
} | {
"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": "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": true,
"growth_rate": 0.157,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.41,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.4,
"battery_mwh": 9.01,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-B5A6F07A9F",
"grid_service_limit_mw": 17.06,
"gross_sqft": 1348403,
"infill_site": true,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.378,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.25,
"cross_node_rebalancing_capacity_pct": 0.202,
"entitlement_friction": 0.557,
"nearby_nodes": 3,
"network_redundancy_score": 0.63,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1732384,... | [
{
"appointment_fill_pct": 91.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.5,
"dock_utilization_pct": 88.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_r... | {
"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": "moderate",
"forecas... | {
"build_vs_buy_score": 2.02,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.6,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": 2.5,
"rent_growth_90d_pct": 3.45,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -11130,
"annualized_revenue_impact_usd": -15362,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.307,
"lease_rate_change_pct": 0.87,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.77
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.25
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.256,
"capital_availability": 0.378,
"demand_pressure": 0.792,
"entitlement_friction": 0.557,
"labor_shortage": 0.77,
"portfolio_tightness": 0.446,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-101889",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:07:00Z",
"trace_id": "ff5fe2a3-a80f-461b-9ea8-e1c4868066fe"
} | {
"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": 8.4,
"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": 0.336,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.369,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.71,
"battery_mwh": 5.73,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-13B93B4BE3",
"grid_service_limit_mw": 17.02,
"gross_sqft": 596345,
"infill_site": false,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.187,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.678,
"cross_node_rebalancing_capacity_pct": 0.054,
"entitlement_friction": 0.441,
"nearby_nodes": 8,
"network_redundancy_score": 0.539,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.4,
"dock_utilization_pct": 89.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_rat... | {
"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": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.63,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.9,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 2.8,
"rent_growth_90d_pct": 1.77,
"tenant_expansion_probability": 0.552
} | {
"annualized_noi_impact_usd": 21361,
"annualized_revenue_impact_usd": 32041,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 333249,
"expansion_capture_probability_post_event": 0.476,
"lease_rate_change_pct": 1.25,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.04
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.44
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.893,
"capital_availability": 0.187,
"demand_pressure": 0.836,
"entitlement_friction": 0.441,
"labor_shortage": 0.642,
"portfolio_tightness": 0.55,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-101890",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:57:00Z",
"trace_id": "84187150-f5c0-4bb1-8812-daff2cb12913"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"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": 0.209,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.323,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.41,
"battery_mwh": 2.82,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-F45051CD88",
"grid_service_limit_mw": 12.2,
"gross_sqft": 919044,
"infill_site": false,
"lease_expiry_months": 24,
"occu... | {
"capital_availability": 0.373,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.432,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.817,
"nearby_nodes": 4,
"network_redundancy_score": 0.362,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.6,
"dock_utilization_pct": 81.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 67.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"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": 2.6,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.2,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 2.23,
"rent_growth_90d_pct": 3.83,
"tenant_expansion_probability": 0.438
} | {
"annualized_noi_impact_usd": -52519,
"annualized_revenue_impact_usd": -69348,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 587978,
"expansion_capture_probability_post_event": 0.315,
"lease_rate_change_pct": 0.74,
"occupancy_shift": -0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.41
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.94
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.345,
"capital_availability": 0.373,
"demand_pressure": 0.374,
"entitlement_friction": 0.817,
"labor_shortage": 0.802,
"portfolio_tightness": 0.727,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-101891",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:08:00Z",
"trace_id": "c49781d9-8cd9-4a5a-88d7-18715ba4ad15"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"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": false,
"growth_rate": 0.102,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.187,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.53,
"battery_mwh": 4.56,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-AE6A7DB1A1",
"grid_service_limit_mw": 19.33,
"gross_sqft": 498562,
"infill_site": false,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.286,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.586,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.743,
"nearby_nodes": 4,
"network_redundancy_score": 0.45,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 75,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 81.1,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 36.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.735,
"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": 1.39,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.4,
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"rent_growth_30d_pct": -1.05,
"rent_growth_90d_pct": 0.37,
"tenant_expansion_probability": 0.271
} | {
"annualized_noi_impact_usd": -24150,
"annualized_revenue_impact_usd": -32496,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 60,
"estimated_capex_usd": 340082,
"expansion_capture_probability_post_event": 0.187,
"lease_rate_change_pct": -1.85,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 31.35
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.37
},
{
"action": "rebalance_carrier_mix",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.734,
"capital_availability": 0.286,
"demand_pressure": 0.447,
"entitlement_friction": 0.743,
"labor_shortage": 0.751,
"portfolio_tightness": 0.33,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-101892",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:22:00Z",
"trace_id": "b9dfa4e3-f0bf-436d-89b8-b341bf9ce57f"
} | {
"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": 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": 0.356,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.355,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.29,
"battery_mwh": 1.03,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-3CE5ACC73E",
"grid_service_limit_mw": 9.87,
"gross_sqft": 1032377,
"infill_site": false,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.546,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.565,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.662,
"nearby_nodes": 7,
"network_redundancy_score": 0.878,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 95.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.4,
"dock_utilization_pct": 87.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 18.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.702,
"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": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.9,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 5.38,
"rent_growth_90d_pct": 7.98,
"tenant_expansion_probability": 0.746
} | {
"annualized_noi_impact_usd": 430641,
"annualized_revenue_impact_usd": 726317,
"cap_rate_pressure_pct": 0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 577694,
"expansion_capture_probability_post_event": 0.705,
"lease_rate_change_pct": 5.87,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.71
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.42
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.226,
"capital_availability": 0.546,
"demand_pressure": 0.69,
"entitlement_friction": 0.662,
"labor_shortage": 0.646,
"portfolio_tightness": 0.693,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-101893",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:42:00Z",
"trace_id": "2c112afb-dfe4-4094-9ab5-e01266f11dce"
} | {
"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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"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": 0.054,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.474,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.35,
"battery_mwh": 6.35,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-BD9D04CAC2",
"grid_service_limit_mw": 10.35,
"gross_sqft": 1021542,
"infill_site": false,
"lease_expiry_months": 57,... | {
"capital_availability": 0.549,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.443,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.377,
"nearby_nodes": 8,
"network_redundancy_score": 0.732,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 83.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.2,
"dock_utilization_pct": 82.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"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": 1.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.3,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": -0.34,
"rent_growth_90d_pct": 0.25,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -161875,
"annualized_revenue_impact_usd": -251680,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 45,
"estimated_capex_usd": 434878,
"expansion_capture_probability_post_event": 0.097,
"lease_rate_change_pct": -2.43,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.62
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.55
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.84,
"capital_availability": 0.549,
"demand_pressure": 0.494,
"entitlement_friction": 0.377,
"labor_shortage": 0.815,
"portfolio_tightness": 0.352,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-101894",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:09:00Z",
"trace_id": "d2b75859-a205-451d-85b8-d06a51023615"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.105,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.199,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.74,
"battery_mwh": 2.53,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-04A6EE6BF2",
"grid_service_limit_mw": 12.83,
"gross_sqft": 400047,
"infill_site": false,
"lease_expiry_months": 37,
... | {
"capital_availability": 0.138,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.51,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.703,
"nearby_nodes": 3,
"network_redundancy_score": 0.704,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 78.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 75.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"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": 1.72,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.8,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": -0.09,
"rent_growth_90d_pct": -0.67,
"tenant_expansion_probability": 0.257... | {
"annualized_noi_impact_usd": -38264,
"annualized_revenue_impact_usd": -50210,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 60,
"estimated_capex_usd": 551436,
"expansion_capture_probability_post_event": 0.133,
"lease_rate_change_pct": -3.52,
"occupancy_shift": -0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.47
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.6
},
{
"action": "offer_preemptive_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.138,
"demand_pressure": 0.274,
"entitlement_friction": 0.703,
"labor_shortage": 0.864,
"portfolio_tightness": 0.512,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.878,
"id": "FORGE-101895",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:06:00Z",
"trace_id": "cb5d794c-7b43-4983-9b17-d9b5861e751e"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"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": 0.4,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.203,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.4,
"battery_mwh": 6.55,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-AF23CD5726",
"grid_service_limit_mw": 10.72,
"gross_sqft": 1171096,
"infill_site": false,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.152,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.803,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.536,
"nearby_nodes": 2,
"network_redundancy_score": 0.856,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.1,
"dock_utilization_pct": 88.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"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": 2.54,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.9,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 3.57,
"rent_growth_90d_pct": 5.1,
"tenant_expansion_probability": 0.649
} | {
"annualized_noi_impact_usd": 310458,
"annualized_revenue_impact_usd": 399684,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 509820,
"expansion_capture_probability_post_event": 0.548,
"lease_rate_change_pct": 3.61,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.25
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.49
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.537,
"capital_availability": 0.152,
"demand_pressure": 0.759,
"entitlement_friction": 0.536,
"labor_shortage": 0.807,
"portfolio_tightness": 0.647,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-101896",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:43:00Z",
"trace_id": "d698ad48-7f93-4b20-bd22-49eb754d1435"
} | {
"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": "Network_Optimization",
"exposure": "labor_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": -0.005,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.235,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.72,
"battery_mwh": 11.13,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-8096AFE5D9",
"grid_service_limit_mw": 11.9,
"gross_sqft": 1006924,
"infill_site": true,
"lease_expiry_months": 49,
"oc... | {
"capital_availability": 0.186,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.333,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.235,
"nearby_nodes": 7,
"network_redundancy_score": 0.658,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.8,
"dock_utilization_pct": 79.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.739,
"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": 1.95,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.6,
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"rent_growth_30d_pct": 1.25,
"rent_growth_90d_pct": 3.73,
"tenant_expansion_probability": 0.193
} | {
"annualized_noi_impact_usd": -100547,
"annualized_revenue_impact_usd": -173061,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 555367,
"expansion_capture_probability_post_event": 0.111,
"lease_rate_change_pct": -0.08,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.04
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.21
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.476,
"capital_availability": 0.186,
"demand_pressure": 0.301,
"entitlement_friction": 0.235,
"labor_shortage": 0.791,
"portfolio_tightness": 0.586,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-101897",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T14:02:00Z",
"trace_id": "ecdd356d-3326-46cf-a33c-c70e4aad59df"
} | {
"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,
"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": -0.015,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.412,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.71,
"battery_mwh": 3.91,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 79,
"facility_id": "FAC-D917E1690B",
"grid_service_limit_mw": 21.37,
"gross_sqft": 795862,
"infill_site": false,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.303,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.642,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.398,
"nearby_nodes": 3,
"network_redundancy_score": 0.72,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38,
"dock_utilization_pct": 77.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.5,
"shift_fill_rate_p... | {
"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": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.2,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.9,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": -0.39,
"rent_growth_90d_pct": 1.83,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -164483,
"annualized_revenue_impact_usd": -270177,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 693074,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.17,
"occupancy_shift": -0.023,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.56
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.29
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.429,
"capital_availability": 0.303,
"demand_pressure": 0.214,
"entitlement_friction": 0.398,
"labor_shortage": 0.788,
"portfolio_tightness": 0.452,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.863,
"id": "FORGE-101898",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:07:00Z",
"trace_id": "dd6ae99b-da17-4202-b44c-8cfd41604cf3"
} | {
"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": "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": 0.286,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.23,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.46,
"battery_mwh": 2.91,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-883934C3ED",
"grid_service_limit_mw": 14.15,
"gross_sqft": 822875,
"infill_site": true,
"lease_expiry_months": 47,
"occu... | {
"capital_availability": 0.23,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.436,
"cross_node_rebalancing_capacity_pct": 0.114,
"entitlement_friction": 0.598,
"nearby_nodes": 8,
"network_redundancy_score": 0.559,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1288776... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 83.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 66.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"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": 1.94,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.3,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 0.51,
"rent_growth_90d_pct": -0.04,
"tenant_expansion_probability": 0.469
} | {
"annualized_noi_impact_usd": -20065,
"annualized_revenue_impact_usd": -32930,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 501297,
"expansion_capture_probability_post_event": 0.364,
"lease_rate_change_pct": -1.15,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.46
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.29
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.274,
"capital_availability": 0.23,
"demand_pressure": 0.553,
"entitlement_friction": 0.598,
"labor_shortage": 0.734,
"portfolio_tightness": 0.356,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-101899",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:39:00Z",
"trace_id": "4655fc62-ca7c-4cc1-893a-afecbf155363"
} | {
"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": 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": 0.242,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.127,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.53,
"battery_mwh": 0.86,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-496D0300F0",
"grid_service_limit_mw": 23.15,
"gross_sqft": 331179,
"infill_site": false,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.251,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.521,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.354,
"nearby_nodes": 8,
"network_redundancy_score": 0.87,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 90.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 82.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 37.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"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",
"fore... | {
"build_vs_buy_score": 2.27,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.2,
"occupancy_90d": 0.893,
"rent_growth_30d_pct": 1.07,
"rent_growth_90d_pct": 0.58,
"tenant_expansion_probability": 0.47... | {
"annualized_noi_impact_usd": 12243,
"annualized_revenue_impact_usd": 17160,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 421973,
"expansion_capture_probability_post_event": 0.392,
"lease_rate_change_pct": -0.72,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.77
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.21
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.279,
"capital_availability": 0.251,
"demand_pressure": 0.519,
"entitlement_friction": 0.354,
"labor_shortage": 0.946,
"portfolio_tightness": 0.412,
... |
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