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": 0.868,
"id": "FORGE-100100",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T07:55:00Z",
"trace_id": "a61ddfc9-448b-429b-8345-6f7bee47d8f2"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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,
"growth_rate": 0.294,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.29,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.53,
"battery_mwh": 5.03,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-82B2D6DBC4",
"grid_service_limit_mw": 15.65,
"gross_sqft": 1155156,
"infill_site": false,
"lease_expiry_months": 23,
"o... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.715,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.709,
"nearby_nodes": 3,
"network_redundancy_score": 0.76,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 77.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.5,
"dock_utilization_pct": 84.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 69.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.849,
"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": 2.41,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.5,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 2.43,
"tenant_expansion_probability": 0.471
} | {
"annualized_noi_impact_usd": -110053,
"annualized_revenue_impact_usd": -153606,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 759196,
"expansion_capture_probability_post_event": 0.335,
"lease_rate_change_pct": -0.11,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.82
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.79
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.558,
"capital_availability": 0,
"demand_pressure": 0.572,
"entitlement_friction": 0.709,
"labor_shortage": 0.995,
"portfolio_tightness": 0.563,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-100101",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:15:00Z",
"trace_id": "c381d9ec-42ab-44b1-a2a9-52ef78ee4195"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.431,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.078,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.76,
"battery_mwh": 2.1,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-241A8AC6D1",
"grid_service_limit_mw": 12.79,
"gross_sqft": 414054,
"infill_site": true,
"lease_expiry_months": 59,
"... | {
"capital_availability": 0.55,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.646,
"cross_node_rebalancing_capacity_pct": 0.043,
"entitlement_friction": 0.578,
"nearby_nodes": 3,
"network_redundancy_score": 0.774,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.7,
"dock_utilization_pct": 85,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 60.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.711,
"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": 2.82,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.92,
"rent_growth_90d_pct": 2.54,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 134593,
"annualized_revenue_impact_usd": 196671,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 605779,
"expansion_capture_probability_post_event": 0.719,
"lease_rate_change_pct": 1.88,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.77
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.89
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.4,
"capital_availability": 0.55,
"demand_pressure": 0.578,
"entitlement_friction": 0.578,
"labor_shortage": 0.834,
"portfolio_tightness": 0.599,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-100102",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T06:31:00Z",
"trace_id": "16ec4d0b-9e30-4dca-95cf-ff17a8159a5e"
} | {
"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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.053,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.46,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.42,
"battery_mwh": 1.12,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-2420D5D67C",
"grid_service_limit_mw": 12.27,
"gross_sqft": 560625,
"infill_site": true,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.435,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.694,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.584,
"nearby_nodes": 3,
"network_redundancy_score": 0.366,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.3,
"dock_utilization_pct": 84.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.754,
"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": 1.75,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.6,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 1.12,
"rent_growth_90d_pct": 0.37,
"tenant_expansion_probability": 0.242
} | {
"annualized_noi_impact_usd": -50628,
"annualized_revenue_impact_usd": -65890,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 463063,
"expansion_capture_probability_post_event": 0.162,
"lease_rate_change_pct": -2.03,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.14
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.93
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.236,
"capital_availability": 0.435,
"demand_pressure": 0.627,
"entitlement_friction": 0.584,
"labor_shortage": 0.568,
"portfolio_tightness": 0.377,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-100103",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:38:00Z",
"trace_id": "302cd16f-acf0-4e4b-a291-44572dc3ef1f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"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": 0.229,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.387,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.73,
"battery_mwh": 8.54,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-5885772E17",
"grid_service_limit_mw": 16.7,
"gross_sqft": 781387,
"infill_site": true,
"lease_expiry_months": 55,
"... | {
"capital_availability": 0.578,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.552,
"cross_node_rebalancing_capacity_pct": 0.066,
"entitlement_friction": 0.209,
"nearby_nodes": 2,
"network_redundancy_score": 0.623,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 91.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 85.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 60.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.4,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"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": 1.72,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.6,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 1.15,
"rent_growth_90d_pct": 0.16,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -55719,
"annualized_revenue_impact_usd": -93173,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 435276,
"expansion_capture_probability_post_event": 0.275,
"lease_rate_change_pct": -0.95,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.35
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.86
},
{
"action": "escalate_utility_interconnect",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.488,
"capital_availability": 0.578,
"demand_pressure": 0.659,
"entitlement_friction": 0.209,
"labor_shortage": 0.531,
"portfolio_tightness": 0.348,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-100104",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:12:00Z",
"trace_id": "775a69ec-a005-4c6f-9217-5a77a649a16f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.4,
"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": 0.064,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.405,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.26,
"battery_mwh": 5.99,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-95FFF863E6",
"grid_service_limit_mw": 19.87,
"gross_sqft": 170156,
"infill_site": false,
"lease_expiry_months": 43,
"occ... | {
"capital_availability": 0.027,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.362,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.63,
"nearby_nodes": 6,
"network_redundancy_score": 0.807,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1688542... | [
{
"appointment_fill_pct": 79.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.1,
"dock_utilization_pct": 81.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.721,
"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": 1.79,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80,
"occupancy_90d": 0.879,
"rent_growth_30d_pct": 0.31,
"rent_growth_90d_pct": -0.5,
"tenant_expansion_probability": 0.243
} | {
"annualized_noi_impact_usd": -40146,
"annualized_revenue_impact_usd": -55692,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 30,
"estimated_capex_usd": 438504,
"expansion_capture_probability_post_event": 0.163,
"lease_rate_change_pct": -2.55,
"occupancy_shift": -0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.73
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.97
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.711,
"capital_availability": 0.027,
"demand_pressure": 0.411,
"entitlement_friction": 0.63,
"labor_shortage": 0.56,
"portfolio_tightness": 0.501,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-100105",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T08:39:00Z",
"trace_id": "564f4a81-87fa-4216-bfb9-6624b69b57a1"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.9,
"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": 0.412,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.119,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.63,
"battery_mwh": 0.4,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 132,
"facility_id": "FAC-53EC236684",
"grid_service_limit_mw": 16.08,
"gross_sqft": 1324236,
"infill_site": true,
"lease_expiry_months": 59,
"occu... | {
"capital_availability": 0.443,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.795,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.805,
"nearby_nodes": 4,
"network_redundancy_score": 0.87,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 92.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.1,
"dock_utilization_pct": 86.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 81.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.839,
"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": 2.62,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.8,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 3.27,
"rent_growth_90d_pct": 4.53,
"tenant_expansion_probability": 0.666
} | {
"annualized_noi_impact_usd": 344517,
"annualized_revenue_impact_usd": 488293,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 568586,
"expansion_capture_probability_post_event": 0.537,
"lease_rate_change_pct": 2.59,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.23
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.84
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.237,
"capital_availability": 0.443,
"demand_pressure": 0.657,
"entitlement_friction": 0.805,
"labor_shortage": 0.924,
"portfolio_tightness": 0.66,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-100106",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:33:00Z",
"trace_id": "2e660fd5-c96b-4030-9c8b-71ea989b8908"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"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": 0.224,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.102,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.72,
"battery_mwh": 1.06,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-B0B5B9CC50",
"grid_service_limit_mw": 18.51,
"gross_sqft": 397300,
"infill_site": false,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.398,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.521,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.403,
"nearby_nodes": 8,
"network_redundancy_score": 0.741,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 78.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.9,
"dock_utilization_pct": 84,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"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": 1.82,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.2,
"occupancy_90d": 0.982,
"rent_growth_30d_pct": 1.82,
"rent_growth_90d_pct": 3.44,
"tenant_expansion_probability": 0.418
} | {
"annualized_noi_impact_usd": -2173,
"annualized_revenue_impact_usd": -2787,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 641591,
"expansion_capture_probability_post_event": 0.316,
"lease_rate_change_pct": 0.92,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.71
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.36
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.56,
"capital_availability": 0.398,
"demand_pressure": 0.537,
"entitlement_friction": 0.403,
"labor_shortage": 0.876,
"portfolio_tightness": 0.55,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-100107",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T08:30:00Z",
"trace_id": "b0b08f55-79bb-4ab7-8d50-4d635fd43221"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"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": 0.303,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.293,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.46,
"battery_mwh": 10.6,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-AECC738CC0",
"grid_service_limit_mw": 7.05,
"gross_sqft": 429801,
"infill_site": false,
"lease_expiry_months": 36,
"occu... | {
"capital_availability": 0.062,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.294,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.844,
"nearby_nodes": 5,
"network_redundancy_score": 0.326,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1178... | [
{
"appointment_fill_pct": 87.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50,
"dock_utilization_pct": 86,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.2,
"shift_fill_ra... | {
"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.26,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 2.21,
"rent_growth_90d_pct": 4.67,
"tenant_expansion_probability": 0.509
} | {
"annualized_noi_impact_usd": -137,
"annualized_revenue_impact_usd": -235,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 534169,
"expansion_capture_probability_post_event": 0.388,
"lease_rate_change_pct": 2.02,
"occupancy_shift": 0.004,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.98
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.99
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.864,
"capital_availability": 0.062,
"demand_pressure": 0.616,
"entitlement_friction": 0.844,
"labor_shortage": 0.901,
"portfolio_tightness": 0.669,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-100108",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:22:00Z",
"trace_id": "95d11b82-c520-4476-9a81-cf7eb18c54b7"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"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": 0.005,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.426,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.48,
"battery_mwh": 4.95,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-C088A3A81F",
"grid_service_limit_mw": 16.87,
"gross_sqft": 1187063,
"infill_site": true,
"lease_expiry_months": 24,
"oc... | {
"capital_availability": 0.209,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.451,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.716,
"nearby_nodes": 4,
"network_redundancy_score": 0.692,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 83.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"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": 1.34,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.6,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": -0.58,
"rent_growth_90d_pct": -1.93,
"tenant_expansion_probability": 0.109
} | {
"annualized_noi_impact_usd": -399492,
"annualized_revenue_impact_usd": -569607,
"cap_rate_pressure_pct": -0.38,
"decision_horizon_days": 30,
"estimated_capex_usd": 509827,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.65,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.61
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.23
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.86,
"capital_availability": 0.209,
"demand_pressure": 0.55,
"entitlement_friction": 0.716,
"labor_shortage": 0.665,
"portfolio_tightness": 0.342,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-100109",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:13:00Z",
"trace_id": "42ebf006-16c3-4459-8066-e75ae2de67a8"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.365,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.263,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.25,
"battery_mwh": 8.14,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-B8C9BDAD73",
"grid_service_limit_mw": 22.16,
"gross_sqft": 856982,
"infill_site": false,
"lease_expiry_months": 49,
"occ... | {
"capital_availability": 0.335,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.562,
"cross_node_rebalancing_capacity_pct": 0.179,
"entitlement_friction": 0.451,
"nearby_nodes": 5,
"network_redundancy_score": 0.618,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 90.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.6,
"dock_utilization_pct": 87.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"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_pres... | {
"build_vs_buy_score": 1.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.8,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 2.05,
"rent_growth_90d_pct": 1.72,
"tenant_expansion_probability": 0.549
... | {
"annualized_noi_impact_usd": 27674,
"annualized_revenue_impact_usd": 42021,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 516949,
"expansion_capture_probability_post_event": 0.45,
"lease_rate_change_pct": 0.88,
"occupancy_shift": 0.011,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.24
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.48
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.873,
"capital_availability": 0.335,
"demand_pressure": 0.739,
"entitlement_friction": 0.451,
"labor_shortage": 0.769,
"portfolio_tightness": 0.514,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-100110",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:46:00Z",
"trace_id": "f5d0478f-3bf4-4a2f-bda0-621c0bb0c696"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.018,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.103,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.54,
"battery_mwh": 0.29,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-C2C8A82CE2",
"grid_service_limit_mw": 15.72,
"gross_sqft": 1342527,
"infill_site": true,
"lease_expiry_months": 24,
"oc... | {
"capital_availability": 0.536,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.642,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.2,
"nearby_nodes": 6,
"network_redundancy_score": 0.456,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 363... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.7,
"dock_utilization_pct": 78.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 71.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"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": 1.66,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.7,
"occupancy_90d": 0.877,
"rent_growth_30d_pct": -0.18,
"rent_growth_90d_pct": 0.23,
"tenant_expansion_probability": 0.103
} | {
"annualized_noi_impact_usd": -283083,
"annualized_revenue_impact_usd": -476173,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 60,
"estimated_capex_usd": 703807,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.91,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.26
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 25.22
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.74,
"capital_availability": 0.536,
"demand_pressure": 0.288,
"entitlement_friction": 0.2,
"labor_shortage": 0.635,
"portfolio_tightness": 0.456,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-100111",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:59:00Z",
"trace_id": "c6932a30-b587-4003-9c5a-b170bdad9444"
} | {
"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": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"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": false,
"growth_rate": 0.345,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.314,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.55,
"battery_mwh": 5.15,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-6E8762844C",
"grid_service_limit_mw": 7.22,
"gross_sqft": 1059875,
"infill_site": false,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.279,
"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.268,
"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.735,
"nearby_nodes": 7,
"network_redundancy_score": 0.382,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 89... | [
{
"appointment_fill_pct": 82,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 84.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 68.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"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": 2.32,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.9,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 1.57,
"rent_growth_90d_pct": 1.45,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -7497,
"annualized_revenue_impact_usd": -9786,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 760553,
"expansion_capture_probability_post_event": 0.399,
"lease_rate_change_pct": -0.37,
"occupancy_shift": -0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.03
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.99
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.718,
"capital_availability": 0.279,
"demand_pressure": 0.559,
"entitlement_friction": 0.735,
"labor_shortage": 1,
"portfolio_tightness": 0.583,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-100112",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:35:00Z",
"trace_id": "f0ce87e4-44e3-47c9-ac74-e30452e74483"
} | {
"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": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"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": 0.208,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.335,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.79,
"battery_mwh": 9.5,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-C8B131E5A3",
"grid_service_limit_mw": 14.43,
"gross_sqft": 812101,
"infill_site": true,
"lease_expiry_months": 55,
"... | {
"capital_availability": 0.563,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.288,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.335,
"nearby_nodes": 3,
"network_redundancy_score": 0.799,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 85.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 50.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"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": 2.03,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.8,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 2.85,
"rent_growth_90d_pct": 2.21,
"tenant_expansion_probability": 0.429
} | {
"annualized_noi_impact_usd": -30349,
"annualized_revenue_impact_usd": -41066,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 550118,
"expansion_capture_probability_post_event": 0.343,
"lease_rate_change_pct": 0.43,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.33
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.34
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.268,
"capital_availability": 0.563,
"demand_pressure": 0.603,
"entitlement_friction": 0.335,
"labor_shortage": 0.611,
"portfolio_tightness": 0.576,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-100113",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:33:00Z",
"trace_id": "aac2fafe-3fef-41ca-a3a0-88d8b53de34f"
} | {
"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": "development_timing_risk",
"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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.209,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.122,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.64,
"battery_mwh": 0.02,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-6002148324",
"grid_service_limit_mw": 7.51,
"gross_sqft": 1133784,
"infill_site": false,
"lease_expiry_months": 35,
"oc... | {
"capital_availability": 0.076,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.583,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.852,
"nearby_nodes": 7,
"network_redundancy_score": 0.851,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 41... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.8,
"dock_utilization_pct": 82.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.26,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 71.9,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 1.41,
"rent_growth_90d_pct": 2.33,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -39541,
"annualized_revenue_impact_usd": -67335,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 666246,
"expansion_capture_probability_post_event": 0.301,
"lease_rate_change_pct": -0.09,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.71
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.69
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.886,
"capital_availability": 0.076,
"demand_pressure": 0.435,
"entitlement_friction": 0.852,
"labor_shortage": 0.757,
"portfolio_tightness": 0.687,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-100114",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:05:00Z",
"trace_id": "4a30bd00-7589-456b-bbb8-9520b60523eb"
} | {
"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.416,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.41,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.54,
"battery_mwh": 11.09,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-34227E48E9",
"grid_service_limit_mw": 16.96,
"gross_sqft": 754358,
"infill_site": false,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.647,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.335,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.102,
"nearby_nodes": 7,
"network_redundancy_score": 0.514,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.6,
"dock_utilization_pct": 83.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.63,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.5,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 0.28,
"rent_growth_90d_pct": 0.33,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -4307,
"annualized_revenue_impact_usd": -6462,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 638969,
"expansion_capture_probability_post_event": 0.463,
"lease_rate_change_pct": 0.56,
"occupancy_shift": -0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 45.52
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 39.11
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.673,
"capital_availability": 0.647,
"demand_pressure": 0.569,
"entitlement_friction": 0.102,
"labor_shortage": 0.638,
"portfolio_tightness": 0.312,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-100115",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T06:03:00Z",
"trace_id": "71f2e7d6-5ce7-4af7-84c0-f608ebc95277"
} | {
"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": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.028,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.501,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.65,
"battery_mwh": 2.33,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-86208EB194",
"grid_service_limit_mw": 9.33,
"gross_sqft": 883950,
"infill_site": true,
"lease_expiry_months": 32,
"occup... | {
"capital_availability": 0.763,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.693,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.664,
"nearby_nodes": 4,
"network_redundancy_score": 0.821,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 76.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 80.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 46.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.686,
"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": 2.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.4,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 2.6,
"rent_growth_90d_pct": 4.64,
"tenant_expansion_probability": 0.289
} | {
"annualized_noi_impact_usd": -161659,
"annualized_revenue_impact_usd": -250689,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 644690,
"expansion_capture_probability_post_event": 0.225,
"lease_rate_change_pct": -0.22,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.45
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.9
},
{
"action": "rebala... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.43,
"capital_availability": 0.763,
"demand_pressure": 0.346,
"entitlement_friction": 0.664,
"labor_shortage": 1,
"portfolio_tightness": 0.596,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-100116",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:49:00Z",
"trace_id": "7cf68ea9-626e-491b-ad26-56831935949e"
} | {
"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": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.379,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.339,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.61,
"battery_mwh": 6.99,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-676A8C4E47",
"grid_service_limit_mw": 10.6,
"gross_sqft": 485214,
"infill_site": true,
"lease_expiry_months": 23,
"occup... | {
"capital_availability": 0.298,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.569,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.476,
"nearby_nodes": 5,
"network_redundancy_score": 0.514,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 91.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 55.9,
"dock_utilization_pct": 89,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.823,
"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": 2.72,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.4,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 4.17,
"rent_growth_90d_pct": 4.69,
"tenant_expansion_probability": 0.67... | {
"annualized_noi_impact_usd": 122795,
"annualized_revenue_impact_usd": 184885,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 506899,
"expansion_capture_probability_post_event": 0.584,
"lease_rate_change_pct": 3.2,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.72
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 44.25
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.269,
"capital_availability": 0.298,
"demand_pressure": 0.776,
"entitlement_friction": 0.476,
"labor_shortage": 0.951,
"portfolio_tightness": 0.655,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-100117",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T08:52:00Z",
"trace_id": "b532e9e2-c13d-4bb4-987b-ce117bce86e7"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.061,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.167,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.44,
"battery_mwh": 3.75,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-A86704341B",
"grid_service_limit_mw": 16.14,
"gross_sqft": 935698,
"infill_site": false,
"lease_expiry_months": 48,
"occ... | {
"capital_availability": 0.389,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.355,
"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.379,
"nearby_nodes": 7,
"network_redundancy_score": 0.576,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 86.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"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": 2.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.2,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 2.93,
"rent_growth_90d_pct": 5.07,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -62718,
"annualized_revenue_impact_usd": -84100,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 423799,
"expansion_capture_probability_post_event": 0.173,
"lease_rate_change_pct": 1.01,
"occupancy_shift": 0.015,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.84
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.44
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.792,
"capital_availability": 0.389,
"demand_pressure": 0.641,
"entitlement_friction": 0.379,
"labor_shortage": 0.947,
"portfolio_tightness": 0.661,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-100118",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T07:20:00Z",
"trace_id": "0b633e39-1a55-448b-847c-b22b7e56e991"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.2,
"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": 0.372,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.39,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.78,
"battery_mwh": 4.23,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-DE61450DE2",
"grid_service_limit_mw": 18.48,
"gross_sqft": 247173,
"infill_site": false,
"lease_expiry_months": 51,
"occ... | {
"capital_availability": 0.267,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.347,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.371,
"nearby_nodes": 6,
"network_redundancy_score": 0.592,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 596031... | [
{
"appointment_fill_pct": 93.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.1,
"dock_utilization_pct": 86.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.667,
"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": 2.27,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.1,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 3.25,
"rent_growth_90d_pct": 3.79,
"tenant_expansion_probability": 0.717
} | {
"annualized_noi_impact_usd": 76470,
"annualized_revenue_impact_usd": 104200,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 302438,
"expansion_capture_probability_post_event": 0.702,
"lease_rate_change_pct": 3.44,
"occupancy_shift": 0.027,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 28.09
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.47
},
{
"action": "secure_pop_up_capaci... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.277,
"capital_availability": 0.267,
"demand_pressure": 0.729,
"entitlement_friction": 0.371,
"labor_shortage": 0.592,
"portfolio_tightness": 0.367,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-100119",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:12:00Z",
"trace_id": "5770699c-801e-45be-9f7f-730706d7a5e8"
} | {
"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": 9.2,
"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": 0.327,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.135,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.29,
"battery_mwh": 8.56,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 77,
"facility_id": "FAC-8360E6967F",
"grid_service_limit_mw": 14.62,
"gross_sqft": 775468,
"infill_site": true,
"lease_expiry_months": 56,
"occup... | {
"capital_availability": 0.43,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.656,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.659,
"nearby_nodes": 8,
"network_redundancy_score": 0.65,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 913... | [
{
"appointment_fill_pct": 88.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.9,
"dock_utilization_pct": 86.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.8,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.849,
"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": 1.89,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.2,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 2.41,
"rent_growth_90d_pct": 3.66,
"tenant_expansion_probability": 0.505
} | {
"annualized_noi_impact_usd": 39758,
"annualized_revenue_impact_usd": 57816,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 90,
"estimated_capex_usd": 779588,
"expansion_capture_probability_post_event": 0.372,
"lease_rate_change_pct": 1.29,
"occupancy_shift": 0.01,
"service_penalty_risk_usd": 3... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 44.87
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.47
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.221,
"capital_availability": 0.43,
"demand_pressure": 0.686,
"entitlement_friction": 0.659,
"labor_shortage": 0.779,
"portfolio_tightness": 0.51,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-100120",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:42:00Z",
"trace_id": "272de15b-d2f4-4b5f-a85b-f95dee1c7096"
} | {
"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": "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": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.015,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.171,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.22,
"battery_mwh": 7.65,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-20360AD97E",
"grid_service_limit_mw": 19.55,
"gross_sqft": 496857,
"infill_site": false,
"lease_expiry_months": 22,
"occ... | {
"capital_availability": 0.298,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.71,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.608,
"nearby_nodes": 8,
"network_redundancy_score": 0.707,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1612593,... | [
{
"appointment_fill_pct": 76.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 82.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"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": 1.81,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.2,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 0.53,
"rent_growth_90d_pct": 2.94,
"tenant_expansion_probability": 0.165
} | {
"annualized_noi_impact_usd": -63489,
"annualized_revenue_impact_usd": -105994,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 446466,
"expansion_capture_probability_post_event": 0.063,
"lease_rate_change_pct": -1.09,
"occupancy_shift": 0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.98
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.28
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.606,
"capital_availability": 0.298,
"demand_pressure": 0.507,
"entitlement_friction": 0.608,
"labor_shortage": 0.832,
"portfolio_tightness": 0.448,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-100121",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:20:00Z",
"trace_id": "fc0357cb-47c6-4fbe-80ad-b2619df97f3a"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.386,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.174,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.57,
"battery_mwh": 7.85,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-1D665E70F8",
"grid_service_limit_mw": 8.19,
"gross_sqft": 608548,
"infill_site": false,
"lease_expiry_months": 64,
"occu... | {
"capital_availability": 0.534,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.474,
"cross_node_rebalancing_capacity_pct": 0.095,
"entitlement_friction": 0.858,
"nearby_nodes": 5,
"network_redundancy_score": 0.824,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 92.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53.1,
"dock_utilization_pct": 90.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.843,
"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": 2.57,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.3,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 3.95,
"rent_growth_90d_pct": 3.36,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 113764,
"annualized_revenue_impact_usd": 189791,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 556873,
"expansion_capture_probability_post_event": 0.517,
"lease_rate_change_pct": 1.79,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.89
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.4
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.235,
"capital_availability": 0.534,
"demand_pressure": 0.886,
"entitlement_friction": 0.858,
"labor_shortage": 0.774,
"portfolio_tightness": 0.61,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-100122",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T07:50:00Z",
"trace_id": "cb8d5936-b6ab-4ccf-b76e-21c26086203e"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.421,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.102,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.78,
"battery_mwh": 2.3,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-6A7160FA01",
"grid_service_limit_mw": 15.06,
"gross_sqft": 1212853,
"infill_site": true,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.615,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.427,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.414,
"nearby_nodes": 6,
"network_redundancy_score": 0.558,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 87.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
"build_vs_buy_score": 2.53,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.9,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 3.44,
"rent_growth_90d_pct": 5.37,
"tenant_expansion_probability": 0.65
} | {
"annualized_noi_impact_usd": 419453,
"annualized_revenue_impact_usd": 602562,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 613119,
"expansion_capture_probability_post_event": 0.547,
"lease_rate_change_pct": 3.97,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.11
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.08
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.66,
"capital_availability": 0.615,
"demand_pressure": 0.707,
"entitlement_friction": 0.414,
"labor_shortage": 0.783,
"portfolio_tightness": 0.666,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-100123",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:08:00Z",
"trace_id": "ff93dd15-72ed-4383-a3c6-c1cb31b15014"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.5,
"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": 0.02,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.118,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.24,
"battery_mwh": 1.34,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-61401C3B1D",
"grid_service_limit_mw": 18.18,
"gross_sqft": 1123334,
"infill_site": true,
"lease_expiry_months": 69,
"oc... | {
"capital_availability": 0.364,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.618,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.122,
"nearby_nodes": 6,
"network_redundancy_score": 0.668,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 211641... | [
{
"appointment_fill_pct": 76.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.4,
"dock_utilization_pct": 78.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.742,
"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": 1.88,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.1,
"occupancy_90d": 0.902,
"rent_growth_30d_pct": -0.66,
"rent_growth_90d_pct": 1.92,
"tenant_expansion_probability": 0.148
} | {
"annualized_noi_impact_usd": -166037,
"annualized_revenue_impact_usd": -269347,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 60,
"estimated_capex_usd": 405789,
"expansion_capture_probability_post_event": 0.072,
"lease_rate_change_pct": -1.05,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.33
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 24.1
},
{
"action": "hold_service_levels_flat",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.72,
"capital_availability": 0.364,
"demand_pressure": 0.286,
"entitlement_friction": 0.122,
"labor_shortage": 0.685,
"portfolio_tightness": 0.384,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-100124",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:29:00Z",
"trace_id": "7df31abf-7ffe-40f0-99a3-af6e86c0915c"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"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": false,
"growth_rate": 0.33,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.406,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.66,
"battery_mwh": 7.2,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-3318FCAB5D",
"grid_service_limit_mw": 11.4,
"gross_sqft": 1176822,
"infill_site": false,
"lease_expiry_months": 18,
"occ... | {
"capital_availability": 0.347,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.646,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.493,
"nearby_nodes": 8,
"network_redundancy_score": 0.374,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 137... | [
{
"appointment_fill_pct": 99.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 93.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.74,
"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": 2.88,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.8,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 6.75,
"rent_growth_90d_pct": 7.31,
"tenant_expansion_probability": 0.713
} | {
"annualized_noi_impact_usd": 732648,
"annualized_revenue_impact_usd": 1203941,
"cap_rate_pressure_pct": 0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 436828,
"expansion_capture_probability_post_event": 0.681,
"lease_rate_change_pct": 5.2,
"occupancy_shift": 0.038,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.29
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.03
},
{
"action": "raise_priorit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.43,
"capital_availability": 0.347,
"demand_pressure": 1,
"entitlement_friction": 0.493,
"labor_shortage": 0.756,
"portfolio_tightness": 0.68,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-100125",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T04:58:00Z",
"trace_id": "65847567-088f-4f4f-84c5-8d9d4126aa70"
} | {
"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": "Demand_Reallocation",
"exposure": "power_constraint",
"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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.027,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.181,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.68,
"battery_mwh": 0.44,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 141,
"facility_id": "FAC-FD9FDF6121",
"grid_service_limit_mw": 8.33,
"gross_sqft": 1419441,
"infill_site": false,
"lease_expiry_months": 34,
"occ... | {
"capital_availability": 0.596,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.787,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.357,
"nearby_nodes": 8,
"network_redundancy_score": 0.422,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 79.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.2,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"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": 2.7,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.9,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 1.7,
"rent_growth_90d_pct": 3.28,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -481482,
"annualized_revenue_impact_usd": -780783,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 629529,
"expansion_capture_probability_post_event": 0.067,
"lease_rate_change_pct": -1.09,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.36
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.68
},
{
"action": "activate_temp_labor",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.36,
"capital_availability": 0.596,
"demand_pressure": 0.293,
"entitlement_friction": 0.357,
"labor_shortage": 0.874,
"portfolio_tightness": 0.646,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-100126",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T06:32:00Z",
"trace_id": "ade1f6da-f353-43b5-a44e-bf75f6dbc501"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.188,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.179,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.57,
"battery_mwh": 9.41,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-AA88EB31A7",
"grid_service_limit_mw": 14.4,
"gross_sqft": 1051603,
"infill_site": true,
"lease_expiry_months": 65,
"occ... | {
"capital_availability": 0.379,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.68,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.199,
"nearby_nodes": 2,
"network_redundancy_score": 0.842,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.4,
"dock_utilization_pct": 85.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"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": 2.3,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.5,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 2.54,
"rent_growth_90d_pct": 3.3,
"tenant_expansion_probability": 0.384
} | {
"annualized_noi_impact_usd": 22326,
"annualized_revenue_impact_usd": 30732,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 539577,
"expansion_capture_probability_post_event": 0.306,
"lease_rate_change_pct": 1.3,
"occupancy_shift": 0.01,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.51
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.14
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.479,
"capital_availability": 0.379,
"demand_pressure": 0.623,
"entitlement_friction": 0.199,
"labor_shortage": 0.574,
"portfolio_tightness": 0.542,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-100127",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T04:28:00Z",
"trace_id": "cc67d199-9d37-4ae8-be23-c6894234f20d"
} | {
"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": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.431,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.358,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.47,
"battery_mwh": 6.3,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-0C5EA682A8",
"grid_service_limit_mw": 12.96,
"gross_sqft": 651425,
"infill_site": false,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.795,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.651,
"cross_node_rebalancing_capacity_pct": 0.082,
"entitlement_friction": 0.175,
"nearby_nodes": 6,
"network_redundancy_score": 0.562,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.7,
"dock_utilization_pct": 86.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 75.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.1,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.1,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 3.48,
"rent_growth_90d_pct": 2.96,
"tenant_expansion_probability": 0.664
} | {
"annualized_noi_impact_usd": 60780,
"annualized_revenue_impact_usd": 83881,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 492335,
"expansion_capture_probability_post_event": 0.572,
"lease_rate_change_pct": 2.64,
"occupancy_shift": 0.001,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 48.44
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 41.92
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.227,
"capital_availability": 0.795,
"demand_pressure": 0.682,
"entitlement_friction": 0.175,
"labor_shortage": 0.613,
"portfolio_tightness": 0.574,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-100128",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T06:44:00Z",
"trace_id": "1928b635-a469-4f81-b5d2-1311bed9424f"
} | {
"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": 7.3,
"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": 0.028,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.306,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.51,
"battery_mwh": 9.59,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-069D3F6860",
"grid_service_limit_mw": 27.4,
"gross_sqft": 494707,
"infill_site": true,
"lease_expiry_months": 27,
"occup... | {
"capital_availability": 0.152,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.293,
"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.664,
"nearby_nodes": 7,
"network_redundancy_score": 0.467,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 72,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32.2,
"dock_utilization_pct": 77.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 65.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.711,
"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": 2.02,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.7,
"occupancy_90d": 0.982,
"rent_growth_30d_pct": -0.88,
"rent_growth_90d_pct": 1.13,
"tenant_expansion_probabili... | {
"annualized_noi_impact_usd": -38621,
"annualized_revenue_impact_usd": -64217,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 60,
"estimated_capex_usd": 438602,
"expansion_capture_probability_post_event": 0.077,
"lease_rate_change_pct": -1.95,
"occupancy_shift": -0.013,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.8
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.85
},
{
"action": "defer_noncritica... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.561,
"capital_availability": 0.152,
"demand_pressure": 0.236,
"entitlement_friction": 0.664,
"labor_shortage": 0.585,
"portfolio_tightness": 0.441,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-100129",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T06:08:00Z",
"trace_id": "282d45ca-e5c3-4b3b-8826-99000897eb25"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"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": 0.177,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.261,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.31,
"battery_mwh": 5.16,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-C118B66683",
"grid_service_limit_mw": 22.42,
"gross_sqft": 1012596,
"infill_site": false,
"lease_expiry_months": 46,
"o... | {
"capital_availability": 0.61,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.803,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.642,
"nearby_nodes": 2,
"network_redundancy_score": 0.399,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.4,
"dock_utilization_pct": 80.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 65.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"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": 1.86,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.3,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 0.68,
"rent_growth_90d_pct": 0.52,
"tenant_expansion_probability": 0.38
} | {
"annualized_noi_impact_usd": -81539,
"annualized_revenue_impact_usd": -109485,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 533565,
"expansion_capture_probability_post_event": 0.267,
"lease_rate_change_pct": -1.87,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.1
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.3
},
{
"action": "secure_pop_up_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.305,
"capital_availability": 0.61,
"demand_pressure": 0.347,
"entitlement_friction": 0.642,
"labor_shortage": 0.92,
"portfolio_tightness": 0.518,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-100130",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T06:05:00Z",
"trace_id": "236a9794-6be7-40a0-9e14-486343efd59d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"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": 0.439,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.278,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.77,
"battery_mwh": 0.96,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-723B6D0579",
"grid_service_limit_mw": 19.31,
"gross_sqft": 540320,
"infill_site": false,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.742,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.454,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.382,
"nearby_nodes": 2,
"network_redundancy_score": 0.581,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 162... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34.3,
"dock_utilization_pct": 86.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 63.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.689,
"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": 2.02,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.2,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 3.27,
"rent_growth_90d_pct": 2.33,
"tenant_expansion_probability": 0.742
} | {
"annualized_noi_impact_usd": 61998,
"annualized_revenue_impact_usd": 94268,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 393399,
"expansion_capture_probability_post_event": 0.708,
"lease_rate_change_pct": 2.58,
"occupancy_shift": 0.026,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.88
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.89
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.361,
"capital_availability": 0.742,
"demand_pressure": 0.714,
"entitlement_friction": 0.382,
"labor_shortage": 0.448,
"portfolio_tightness": 0.396,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-100131",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T06:12:00Z",
"trace_id": "9ed134b5-b372-44de-8ac4-d47a313c4df0"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.158,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.25,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.18,
"battery_mwh": 1.48,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-9796C9BF97",
"grid_service_limit_mw": 17.36,
"gross_sqft": 735931,
"infill_site": false,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.09,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.437,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.296,
"nearby_nodes": 6,
"network_redundancy_score": 0.343,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 83,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 84.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"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": 1.6,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.9,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 1.18,
"rent_growth_90d_pct": 1.89,
"tenant_expansion_probability": 0.31
} | {
"annualized_noi_impact_usd": -42363,
"annualized_revenue_impact_usd": -61307,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 574224,
"expansion_capture_probability_post_event": 0.223,
"lease_rate_change_pct": -0.33,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.98
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.56
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.778,
"capital_availability": 0.09,
"demand_pressure": 0.611,
"entitlement_friction": 0.296,
"labor_shortage": 0.715,
"portfolio_tightness": 0.446,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-100132",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:52:00Z",
"trace_id": "c1e0c5b2-7340-48d9-940c-cfd153fadc65"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"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": -0.037,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.264,
"seasonality": 0.74,
"servi... | {
"automation_penetration": 0.23,
"battery_mwh": 7.45,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-77D1469FCC",
"grid_service_limit_mw": 11.77,
"gross_sqft": 401917,
"infill_site": true,
"lease_expiry_months": 40,
"occu... | {
"capital_availability": 0.396,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.595,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.437,
"nearby_nodes": 5,
"network_redundancy_score": 0.812,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 76.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 81.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"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": 2.6,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.7,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 1.62,
"rent_growth_90d_pct": 0.32,
"tenant_expansion_probability": 0.206
} | {
"annualized_noi_impact_usd": -87650,
"annualized_revenue_impact_usd": -115832,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 30,
"estimated_capex_usd": 552737,
"expansion_capture_probability_post_event": 0.116,
"lease_rate_change_pct": -2.88,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.67
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.61
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.439,
"capital_availability": 0.396,
"demand_pressure": 0.377,
"entitlement_friction": 0.437,
"labor_shortage": 0.838,
"portfolio_tightness": 0.61,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-100133",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T07:36:00Z",
"trace_id": "4be302e1-2f7e-4d02-ba66-31ceacb24c27"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.067,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.482,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.71,
"battery_mwh": 8.15,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-58D4E0EF41",
"grid_service_limit_mw": 18.07,
"gross_sqft": 666045,
"infill_site": false,
"lease_expiry_months": 62,
"occ... | {
"capital_availability": 0.234,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.4,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.705,
"nearby_nodes": 2,
"network_redundancy_score": 0.614,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.8,
"dock_utilization_pct": 80.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.744,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.06,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.4,
"occupancy_90d": 0.872,
"rent_growth_30d_pct": -0.02,
"rent_growth_90d_pct": -0.78,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -164560,
"annualized_revenue_impact_usd": -235402,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 45,
"estimated_capex_usd": 617865,
"expansion_capture_probability_post_event": 0.129,
"lease_rate_change_pct": -3.28,
"occupancy_shift": -0.015,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.46
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.59
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.489,
"capital_availability": 0.234,
"demand_pressure": 0.379,
"entitlement_friction": 0.705,
"labor_shortage": 0.676,
"portfolio_tightness": 0.452,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-100134",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T05:42:00Z",
"trace_id": "24cf8f93-07b6-442f-924e-aa93b31bdb0d"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "development_timing_risk",
"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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.054,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.446,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.64,
"battery_mwh": 7.27,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 32,
"facility_id": "FAC-7BEBDB2B9A",
"grid_service_limit_mw": 14.1,
"gross_sqft": 327284,
"infill_site": true,
"lease_expiry_months": 38,
"... | {
"capital_availability": 0.162,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.397,
"cross_node_rebalancing_capacity_pct": 0.114,
"entitlement_friction": 0.634,
"nearby_nodes": 3,
"network_redundancy_score": 0.537,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 143735... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 81.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.746,
"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": 1.57,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": -0.87,
"rent_growth_90d_pct": -0.78,
"tenant_expansion_probability": 0.193
} | {
"annualized_noi_impact_usd": -102346,
"annualized_revenue_impact_usd": -148094,
"cap_rate_pressure_pct": -0.34,
"decision_horizon_days": 30,
"estimated_capex_usd": 387557,
"expansion_capture_probability_post_event": 0.109,
"lease_rate_change_pct": -3.05,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 35.71
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.54
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.944,
"capital_availability": 0.162,
"demand_pressure": 0.444,
"entitlement_friction": 0.634,
"labor_shortage": 0.691,
"portfolio_tightness": 0.375,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-100135",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:33:00Z",
"trace_id": "74a609a1-a343-4dcf-9287-c9869c776300"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.137,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.192,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.65,
"battery_mwh": 2.75,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-B845DACB32",
"grid_service_limit_mw": 19.08,
"gross_sqft": 517115,
"infill_site": true,
"lease_expiry_months": 33,
"occu... | {
"capital_availability": 0.027,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.52,
"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.698,
"nearby_nodes": 6,
"network_redundancy_score": 0.815,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.8,
"dock_utilization_pct": 79.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.02,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.5,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": -0.4,
"rent_growth_90d_pct": 1.73,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -99351,
"annualized_revenue_impact_usd": -148495,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 597788,
"expansion_capture_probability_post_event": 0.133,
"lease_rate_change_pct": -1.19,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.03
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.45
},
{
"action": "escalate_utility_interconnec... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.535,
"capital_availability": 0.027,
"demand_pressure": 0.345,
"entitlement_friction": 0.698,
"labor_shortage": 0.59,
"portfolio_tightness": 0.433,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-100136",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:54:00Z",
"trace_id": "4a634af8-7d74-4ed8-948c-e1b2b198a3e1"
} | {
"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": "development_timing_risk",
"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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.151,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.252,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.35,
"battery_mwh": 3.81,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-5A7C334AB7",
"grid_service_limit_mw": 14.99,
"gross_sqft": 989013,
"infill_site": true,
"lease_expiry_months": 60,
"occu... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.355,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.702,
"nearby_nodes": 8,
"network_redundancy_score": 0.533,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 83,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"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_pres... | {
"build_vs_buy_score": 2.35,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.6,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 1.78,
"rent_growth_90d_pct": 1.25,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -271342,
"annualized_revenue_impact_usd": -365854,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 45,
"estimated_capex_usd": 448838,
"expansion_capture_probability_post_event": 0.248,
"lease_rate_change_pct": -1.23,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.75
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.73
},
{
"action": "rebalanc... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.836,
"capital_availability": 0,
"demand_pressure": 0.449,
"entitlement_friction": 0.702,
"labor_shortage": 0.772,
"portfolio_tightness": 0.694,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-100137",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:25:00Z",
"trace_id": "36cd8aa9-80b0-4c90-90ff-df48a3f9d2d1"
} | {
"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": 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": 0.334,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.221,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.78,
"battery_mwh": 7.02,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 39,
"facility_id": "FAC-071E5EFE6E",
"grid_service_limit_mw": 19.75,
"gross_sqft": 397946,
"infill_site": false,
"lease_expiry_months": 49,
"occu... | {
"capital_availability": 0.607,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.477,
"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.551,
"nearby_nodes": 6,
"network_redundancy_score": 0.766,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 83,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.07,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.6,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 0.97,
"rent_growth_90d_pct": 2.09,
"tenant_expansion_probability": 0.479
} | {
"annualized_noi_impact_usd": -4551,
"annualized_revenue_impact_usd": -7333,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 680901,
"expansion_capture_probability_post_event": 0.353,
"lease_rate_change_pct": 0.42,
"occupancy_shift": -0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.81
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 37.27
},
{
"action": "shift_overflow_t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.635,
"capital_availability": 0.607,
"demand_pressure": 0.499,
"entitlement_friction": 0.551,
"labor_shortage": 0.72,
"portfolio_tightness": 0.504,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-100138",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:07:00Z",
"trace_id": "9828133f-201e-45f5-ac5d-75f03029a8fc"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": -0.024,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.141,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.76,
"battery_mwh": 3.37,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-56FA773A26",
"grid_service_limit_mw": 18.46,
"gross_sqft": 713142,
"infill_site": true,
"lease_expiry_months": 56,
"occu... | {
"capital_availability": 0.523,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.51,
"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.269,
"nearby_nodes": 8,
"network_redundancy_score": 0.627,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 76.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 66.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.751,
"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": 2.21,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.9,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": -0.27,
"rent_growth_90d_pct": 0.67,
"tenant_expansion_probability": 0.146
... | {
"annualized_noi_impact_usd": -110198,
"annualized_revenue_impact_usd": -171626,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 45,
"estimated_capex_usd": 655524,
"expansion_capture_probability_post_event": 0.039,
"lease_rate_change_pct": -3.04,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.06
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.12
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.575,
"capital_availability": 0.523,
"demand_pressure": 0.147,
"entitlement_friction": 0.269,
"labor_shortage": 1,
"portfolio_tightness": 0.515,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-100139",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:13:00Z",
"trace_id": "7a4b3a12-ae4f-465a-a17e-f0c7c4db784d"
} | {
"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": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.052,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.189,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.39,
"battery_mwh": 9.33,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-683105063B",
"grid_service_limit_mw": 22.92,
"gross_sqft": 1035417,
"infill_site": true,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.778,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.501,
"cross_node_rebalancing_capacity_pct": 0.086,
"entitlement_friction": 0.174,
"nearby_nodes": 7,
"network_redundancy_score": 0.467,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 30.3,
"dock_utilization_pct": 81.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 63.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.6,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.64,
"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": 2.1,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.1,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 2.72,
"rent_growth_90d_pct": 2.35,
"tenant_expansion_probability": 0.325
} | {
"annualized_noi_impact_usd": -10323,
"annualized_revenue_impact_usd": -13357,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 480710,
"expansion_capture_probability_post_event": 0.303,
"lease_rate_change_pct": -0.26,
"occupancy_shift": 0.018,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.13
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.83
},
{
"action": "monitor_and_stage",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.65,
"capital_availability": 0.778,
"demand_pressure": 0.388,
"entitlement_friction": 0.174,
"labor_shortage": 0.571,
"portfolio_tightness": 0.55,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-100140",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:20:00Z",
"trace_id": "c3bbd9ed-e3bd-4cf4-a7b2-99b63f4f2b6f"
} | {
"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": 8.2,
"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": 0.171,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.433,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.44,
"battery_mwh": 9.46,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 119,
"facility_id": "FAC-62823BD3FA",
"grid_service_limit_mw": 13.67,
"gross_sqft": 1196253,
"infill_site": false,
"lease_expiry_months": 68,
"oc... | {
"capital_availability": 0.556,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.304,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.46,
"nearby_nodes": 3,
"network_redundancy_score": 0.526,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1156273... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.4,
"dock_utilization_pct": 80.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.1,
"shift_fill_r... | {
"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": "high",
"forecast_... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.4,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": -0.36,
"rent_growth_90d_pct": 1.01,
"tenant_expansion_probability": 0.281
} | {
"annualized_noi_impact_usd": -233488,
"annualized_revenue_impact_usd": -322287,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 45,
"estimated_capex_usd": 573694,
"expansion_capture_probability_post_event": 0.172,
"lease_rate_change_pct": -1.26,
"occupancy_shift": -0.016,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.62
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.54
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.751,
"capital_availability": 0.556,
"demand_pressure": 0.398,
"entitlement_friction": 0.46,
"labor_shortage": 0.655,
"portfolio_tightness": 0.406,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.749,
"id": "FORGE-100141",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:21:00Z",
"trace_id": "93d8829b-2e0a-42e8-9628-a63fc87054d9"
} | {
"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": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.235,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.151,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.69,
"battery_mwh": 1.99,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-1B5BE21759",
"grid_service_limit_mw": 6.5,
"gross_sqft": 877559,
"infill_site": false,
"lease_expiry_months": 36,
"... | {
"capital_availability": 0.461,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.746,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.773,
"nearby_nodes": 6,
"network_redundancy_score": 0.43,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 118... | [
{
"appointment_fill_pct": 90.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.1,
"dock_utilization_pct": 85.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"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": 2.29,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.6,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 2.21,
"rent_growth_90d_pct": 3.08,
"tenant_expansion_probability": 0.475
} | {
"annualized_noi_impact_usd": 98378,
"annualized_revenue_impact_usd": 130910,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 498675,
"expansion_capture_probability_post_event": 0.382,
"lease_rate_change_pct": 0.92,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.09
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.47
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.867,
"capital_availability": 0.461,
"demand_pressure": 0.584,
"entitlement_friction": 0.773,
"labor_shortage": 0.837,
"portfolio_tightness": 0.679,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.872,
"id": "FORGE-100142",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:17:00Z",
"trace_id": "cfa795e4-3c95-49dc-8345-fd69259acdf7"
} | {
"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": 9.2,
"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": 0.44,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.331,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.38,
"battery_mwh": 0.15,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 49,
"facility_id": "FAC-17190D7126",
"grid_service_limit_mw": 25.13,
"gross_sqft": 493712,
"infill_site": true,
"lease_expiry_months": 60,
"... | {
"capital_availability": 0.314,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.494,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.67,
"nearby_nodes": 4,
"network_redundancy_score": 0.562,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 291252,... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.3,
"dock_utilization_pct": 87.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.853,
"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": 1.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.7,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": 1.37,
"rent_growth_90d_pct": 0.63,
"tenant_expansion_probability": 0.582
} | {
"annualized_noi_impact_usd": 27707,
"annualized_revenue_impact_usd": 36143,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 621791,
"expansion_capture_probability_post_event": 0.451,
"lease_rate_change_pct": 0.03,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.13
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.22
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.508,
"capital_availability": 0.314,
"demand_pressure": 0.766,
"entitlement_friction": 0.67,
"labor_shortage": 0.687,
"portfolio_tightness": 0.381,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-100143",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:20:00Z",
"trace_id": "609e5757-7b89-41c0-8975-95a5b23f645c"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.43,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.203,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.68,
"battery_mwh": 7.82,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-4B0CEAC8DD",
"grid_service_limit_mw": 14.45,
"gross_sqft": 489609,
"infill_site": false,
"lease_expiry_months": 24,
"occ... | {
"capital_availability": 0.582,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.401,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.411,
"nearby_nodes": 2,
"network_redundancy_score": 0.563,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.7,
"dock_utilization_pct": 88.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.764,
"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": 3.11,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.9,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 6.01,
"rent_growth_90d_pct": 5.81,
"tenant_expansion_probability": 0.782
} | {
"annualized_noi_impact_usd": 262495,
"annualized_revenue_impact_usd": 363051,
"cap_rate_pressure_pct": 0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 713090,
"expansion_capture_probability_post_event": 0.71,
"lease_rate_change_pct": 4,
"occupancy_shift": 0.027,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 55.66
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 52.36
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.091,
"capital_availability": 0.582,
"demand_pressure": 0.725,
"entitlement_friction": 0.411,
"labor_shortage": 0.87,
"portfolio_tightness": 0.688,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-100144",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T07:50:00Z",
"trace_id": "b8ca9e8d-d89b-45a5-a0fd-4e7e6320032d"
} | {
"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.078,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.183,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.55,
"battery_mwh": 1.05,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-669CD7BBD8",
"grid_service_limit_mw": 11.37,
"gross_sqft": 314852,
"infill_site": true,
"lease_expiry_months": 8,
"occup... | {
"capital_availability": 0.641,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.512,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.426,
"nearby_nodes": 8,
"network_redundancy_score": 0.806,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 80,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 65.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"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": 2.46,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.8,
"occupancy_90d": 0.888,
"rent_growth_30d_pct": 0.89,
"rent_growth_90d_pct": 1.93,
"tenant_expansion_probability": 0.252
} | {
"annualized_noi_impact_usd": -47691,
"annualized_revenue_impact_usd": -74106,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 483279,
"expansion_capture_probability_post_event": 0.144,
"lease_rate_change_pct": -1.56,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.63
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.16
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.685,
"capital_availability": 0.641,
"demand_pressure": 0.316,
"entitlement_friction": 0.426,
"labor_shortage": 1,
"portfolio_tightness": 0.597,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-100145",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:38:00Z",
"trace_id": "0bb0b619-71da-48f3-9d43-7bda2aad879e"
} | {
"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": 8.2,
"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": 0.071,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.313,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.22,
"battery_mwh": 9.22,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-291AC0BC13",
"grid_service_limit_mw": 16.19,
"gross_sqft": 1212878,
"infill_site": false,
"lease_expiry_months": 28,... | {
"capital_availability": 0.5,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.505,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.477,
"nearby_nodes": 7,
"network_redundancy_score": 0.378,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.7,
"dock_utilization_pct": 84.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"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": 2.31,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.4,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 1.41,
"rent_growth_90d_pct": 2.06,
"tenant_expansion_probability": 0.233
} | {
"annualized_noi_impact_usd": -299700,
"annualized_revenue_impact_usd": -512685,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
"estimated_capex_usd": 441685,
"expansion_capture_probability_post_event": 0.139,
"lease_rate_change_pct": -1.09,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.08
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.6
},
{
"action": "secure_pop_up_capacity",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.891,
"capital_availability": 0.5,
"demand_pressure": 0.541,
"entitlement_friction": 0.477,
"labor_shortage": 0.792,
"portfolio_tightness": 0.565,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-100146",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T06:58:00Z",
"trace_id": "4df6d0b5-5736-4452-81e4-0d87d78a08f6"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.6,
"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": 0.342,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.16,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.76,
"battery_mwh": 3.03,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 77,
"facility_id": "FAC-435C1132AE",
"grid_service_limit_mw": 10.69,
"gross_sqft": 772322,
"infill_site": false,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.491,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.645,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.228,
"nearby_nodes": 2,
"network_redundancy_score": 0.52,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 98.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 59.1,
"dock_utilization_pct": 91.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.886,
"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": 2.58,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 4.24,
"rent_growth_90d_pct": 4.55,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 133126,
"annualized_revenue_impact_usd": 171717,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 622609,
"expansion_capture_probability_post_event": 0.429,
"lease_rate_change_pct": 2.42,
"occupancy_shift": 0.023,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.72
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.18
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.573,
"capital_availability": 0.491,
"demand_pressure": 0.939,
"entitlement_friction": 0.228,
"labor_shortage": 0.935,
"portfolio_tightness": 0.578,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-100147",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:17:00Z",
"trace_id": "53242571-3d23-47f5-b1eb-f986306f4833"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.448,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.216,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.52,
"battery_mwh": 9.96,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-F4172DE0F2",
"grid_service_limit_mw": 10.1,
"gross_sqft": 611729,
"infill_site": true,
"lease_expiry_months": 67,
"... | {
"capital_availability": 0.414,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.302,
"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.509,
"nearby_nodes": 3,
"network_redundancy_score": 0.46,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 92.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 85.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"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": 1.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.39,
"rent_growth_90d_pct": 2.45,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 94530,
"annualized_revenue_impact_usd": 147500,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 480141,
"expansion_capture_probability_post_event": 0.619,
"lease_rate_change_pct": 2.83,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.31
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.57
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.64,
"capital_availability": 0.414,
"demand_pressure": 0.663,
"entitlement_friction": 0.509,
"labor_shortage": 0.599,
"portfolio_tightness": 0.447,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-100148",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:09:00Z",
"trace_id": "91511a21-2264-41f2-905e-21022a756d68"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"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": 0.414,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.39,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.34,
"battery_mwh": 6.01,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-4BBF22BC3B",
"grid_service_limit_mw": 16.43,
"gross_sqft": 811485,
"infill_site": true,
"lease_expiry_months": 37,
"occu... | {
"capital_availability": 0.109,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.459,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.599,
"nearby_nodes": 3,
"network_redundancy_score": 0.41,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.1,
"dock_utilization_pct": 86.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"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": 2.16,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.3,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 2.37,
"rent_growth_90d_pct": 1.18,
"tenant_expansion_probability": 0.675
... | {
"annualized_noi_impact_usd": 117987,
"annualized_revenue_impact_usd": 152875,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 437852,
"expansion_capture_probability_post_event": 0.593,
"lease_rate_change_pct": 1.34,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.93
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.77
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.479,
"capital_availability": 0.109,
"demand_pressure": 0.683,
"entitlement_friction": 0.599,
"labor_shortage": 0.648,
"portfolio_tightness": 0.543,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-100149",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:29:00Z",
"trace_id": "3a53d5ab-3fd3-480e-9c25-25ec5198da69"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.007,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.19,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.3,
"battery_mwh": 4.55,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-6BE05B772F",
"grid_service_limit_mw": 14.96,
"gross_sqft": 358040,
"infill_site": true,
"lease_expiry_months": 22,
"occup... | {
"capital_availability": 0.161,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.343,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.336,
"nearby_nodes": 5,
"network_redundancy_score": 0.579,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.8,
"dock_utilization_pct": 79.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.757,
"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": 1.7,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.6,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": -0.37,
"rent_growth_90d_pct": 1.21,
"tenant_expansion_probability": 0.15
} | {
"annualized_noi_impact_usd": -46733,
"annualized_revenue_impact_usd": -73679,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 602692,
"expansion_capture_probability_post_event": 0.06,
"lease_rate_change_pct": -2.13,
"occupancy_shift": 0,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.49
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 26.9
},
{
"action": "shift_overflow_to_satellite",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.448,
"capital_availability": 0.161,
"demand_pressure": 0.375,
"entitlement_friction": 0.336,
"labor_shortage": 0.811,
"portfolio_tightness": 0.348,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-100150",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:24:00Z",
"trace_id": "8eab8c3c-40a0-48ae-808d-08f795a5b94d"
} | {
"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": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"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": 0.223,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.359,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.55,
"battery_mwh": 12.24,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-4FA8EF9A63",
"grid_service_limit_mw": 27.55,
"gross_sqft": 1279847,
"infill_site": false,
"lease_expiry_months": 58,
"... | {
"capital_availability": 0.732,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.776,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.485,
"nearby_nodes": 2,
"network_redundancy_score": 0.587,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.1,
"dock_utilization_pct": 85.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"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": 2.17,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.2,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 2.09,
"rent_growth_90d_pct": 3.31,
"tenant_expansion_probability": 0.442
} | {
"annualized_noi_impact_usd": 9316,
"annualized_revenue_impact_usd": 15615,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 390861,
"expansion_capture_probability_post_event": 0.352,
"lease_rate_change_pct": 1.08,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.81
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.86
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.521,
"capital_availability": 0.732,
"demand_pressure": 0.645,
"entitlement_friction": 0.485,
"labor_shortage": 0.844,
"portfolio_tightness": 0.522,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.721,
"id": "FORGE-100151",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:29:00Z",
"trace_id": "9288e020-d073-4739-bf44-55ec7ecb48e6"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.2,
"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": 0.147,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.419,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.24,
"battery_mwh": 11.58,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-4B3344407C",
"grid_service_limit_mw": 14.75,
"gross_sqft": 527222,
"infill_site": false,
"lease_expiry_months": 25,
"oc... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.378,
"cross_node_rebalancing_capacity_pct": 0.097,
"entitlement_friction": 0.642,
"nearby_nodes": 7,
"network_redundancy_score": 0.402,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 76.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 30.5,
"dock_utilization_pct": 79.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 65.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.661,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.57,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.1,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 1.79,
"rent_growth_90d_pct": 0.49,
"tenant_expansion_probability": 0.397
} | {
"annualized_noi_impact_usd": -47503,
"annualized_revenue_impact_usd": -81271,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 60,
"estimated_capex_usd": 516717,
"expansion_capture_probability_post_event": 0.332,
"lease_rate_change_pct": -1.95,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 27.56
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 27.11
},
{
"action": "escalate_utility_interconnect",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.8,
"capital_availability": 0.2,
"demand_pressure": 0.296,
"entitlement_friction": 0.642,
"labor_shortage": 0.742,
"portfolio_tightness": 0.588,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-100152",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:43:00Z",
"trace_id": "0679e0b7-1225-40aa-a98e-8d8017c86292"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.232,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.22,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.56,
"battery_mwh": 3.41,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-0220157C0B",
"grid_service_limit_mw": 8.44,
"gross_sqft": 971179,
"infill_site": false,
"lease_expiry_months": 42,
"occu... | {
"capital_availability": 0.548,
"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.537,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.716,
"nearby_nodes": 6,
"network_redundancy_score": 0.672,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 91.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.7,
"dock_utilization_pct": 84.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.39,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.5,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 2.21,
"rent_growth_90d_pct": 3.1,
"tenant_expansion_probability": 0.419
} | {
"annualized_noi_impact_usd": -16804,
"annualized_revenue_impact_usd": -27222,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 746377,
"expansion_capture_probability_post_event": 0.291,
"lease_rate_change_pct": 0.12,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.83
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.03
},
{
"action": "rebalance_carrier_mix",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.752,
"capital_availability": 0.548,
"demand_pressure": 0.513,
"entitlement_friction": 0.716,
"labor_shortage": 0.927,
"portfolio_tightness": 0.695,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-100153",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:25:00Z",
"trace_id": "daf059c2-45ec-44e2-bb88-1bab51abce68"
} | {
"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": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"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"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.262,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.115,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.52,
"battery_mwh": 3,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 67,
"facility_id": "FAC-239BB6515A",
"grid_service_limit_mw": 13.23,
"gross_sqft": 678157,
"infill_site": true,
"lease_expiry_months": 40,
"occ... | {
"capital_availability": 0.22,
"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.327,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.639,
"nearby_nodes": 2,
"network_redundancy_score": 0.867,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 82.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"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": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.78,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.3,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 0.8,
"rent_growth_90d_pct": 0.14,
"tenant_expansion_probability": 0.444
} | {
"annualized_noi_impact_usd": -27556,
"annualized_revenue_impact_usd": -38579,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 508222,
"expansion_capture_probability_post_event": 0.33,
"lease_rate_change_pct": -1.37,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.56
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.18
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.406,
"capital_availability": 0.22,
"demand_pressure": 0.455,
"entitlement_friction": 0.639,
"labor_shortage": 0.749,
"portfolio_tightness": 0.482,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-100154",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:44:00Z",
"trace_id": "11d4d3ab-0827-4d9b-a175-fc07a4a8f473"
} | {
"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": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.279,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.302,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.36,
"battery_mwh": 0.16,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 125,
"facility_id": "FAC-8FD379352F",
"grid_service_limit_mw": 24.22,
"gross_sqft": 1256783,
"infill_site": true,
"lease_expiry_months": 45,
... | {
"capital_availability": 0.197,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.485,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.354,
"nearby_nodes": 3,
"network_redundancy_score": 0.863,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.6,
"dock_utilization_pct": 85.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.848,
"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": 1.98,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.2,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 1.12,
"rent_growth_90d_pct": 2.52,
"tenant_expansion_probability": 0.396
} | {
"annualized_noi_impact_usd": -62185,
"annualized_revenue_impact_usd": -93342,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 738535,
"expansion_capture_probability_post_event": 0.275,
"lease_rate_change_pct": 0.25,
"occupancy_shift": 0,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.49
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.04
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.84,
"capital_availability": 0.197,
"demand_pressure": 0.643,
"entitlement_friction": 0.354,
"labor_shortage": 0.882,
"portfolio_tightness": 0.438,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-100155",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:40:00Z",
"trace_id": "fdfe6f40-9aa4-4eb1-9caa-54e7ee6cf714"
} | {
"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": 8.2,
"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": 0.381,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.229,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.29,
"battery_mwh": 9.25,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-8A6A14E630",
"grid_service_limit_mw": 10.86,
"gross_sqft": 793460,
"infill_site": true,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.383,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.284,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.797,
"nearby_nodes": 4,
"network_redundancy_score": 0.714,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.4,
"dock_utilization_pct": 87.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.33,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.4,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 2.88,
"rent_growth_90d_pct": 3.64,
"tenant_expansion_probability": 0.638
} | {
"annualized_noi_impact_usd": 152616,
"annualized_revenue_impact_usd": 209634,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 410082,
"expansion_capture_probability_post_event": 0.542,
"lease_rate_change_pct": 2.54,
"occupancy_shift": 0.013,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.15
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.34
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.809,
"capital_availability": 0.383,
"demand_pressure": 0.68,
"entitlement_friction": 0.797,
"labor_shortage": 0.736,
"portfolio_tightness": 0.696,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-100156",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:56:00Z",
"trace_id": "b7684372-7615-4b44-8d99-470c29debc98"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.32,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.083,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.43,
"battery_mwh": 0.95,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-A5783825D1",
"grid_service_limit_mw": 9.85,
"gross_sqft": 317489,
"infill_site": false,
"lease_expiry_months": 50,
"occu... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.966,
"competitive_pressure_score": 0.734,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.629,
"nearby_nodes": 7,
"network_redundancy_score": 0.438,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 77.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 83.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"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": 2.41,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.2,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 1.68,
"rent_growth_90d_pct": 1.99,
"tenant_expansion_probability": 0.526
} | {
"annualized_noi_impact_usd": 25984,
"annualized_revenue_impact_usd": 44735,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 675675,
"expansion_capture_probability_post_event": 0.413,
"lease_rate_change_pct": 0.4,
"occupancy_shift": 0.009,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.63
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.39
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.659,
"capital_availability": 0,
"demand_pressure": 0.504,
"entitlement_friction": 0.629,
"labor_shortage": 0.847,
"portfolio_tightness": 0.605,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-100157",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:05:00Z",
"trace_id": "59afc7a5-48c6-4bb9-8c31-8fd11f3fb881"
} | {
"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": 8.6,
"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": 0.19,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.201,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.31,
"battery_mwh": 0.77,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 41,
"facility_id": "FAC-7C05EB4BEA",
"grid_service_limit_mw": 16.73,
"gross_sqft": 410423,
"infill_site": true,
"lease_expiry_months": 18,
"... | {
"capital_availability": 0.75,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.659,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.303,
"nearby_nodes": 8,
"network_redundancy_score": 0.681,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 82.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.2,
"dock_utilization_pct": 82.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 1.92,
"rent_growth_90d_pct": 0.61,
"tenant_expansion_probability": 0.339
} | {
"annualized_noi_impact_usd": -64806,
"annualized_revenue_impact_usd": -90192,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 719037,
"expansion_capture_probability_post_event": 0.224,
"lease_rate_change_pct": -1.54,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 50.68
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 41.94
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.409,
"capital_availability": 0.75,
"demand_pressure": 0.466,
"entitlement_friction": 0.303,
"labor_shortage": 0.658,
"portfolio_tightness": 0.566,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-100158",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:43:00Z",
"trace_id": "d84cd32f-e1cf-4a5d-adef-ae7e79bbc8b3"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.4,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.391,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.2,
"battery_mwh": 10.26,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-C3E7C6D2F2",
"grid_service_limit_mw": 12.9,
"gross_sqft": 561973,
"infill_site": false,
"lease_expiry_months": 16,
"occu... | {
"capital_availability": 0.806,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.784,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.368,
"nearby_nodes": 8,
"network_redundancy_score": 0.636,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 90.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.8,
"dock_utilization_pct": 86.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.697,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.73,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.3,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 4.01,
"rent_growth_90d_pct": 5.18,
"tenant_expansion_probability": 0.75
... | {
"annualized_noi_impact_usd": 292493,
"annualized_revenue_impact_usd": 476528,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 481276,
"expansion_capture_probability_post_event": 0.716,
"lease_rate_change_pct": 4.13,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.94
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.36
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.68,
"capital_availability": 0.806,
"demand_pressure": 0.646,
"entitlement_friction": 0.368,
"labor_shortage": 0.859,
"portfolio_tightness": 0.585,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-100159",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T07:56:00Z",
"trace_id": "412e496d-d7de-4858-becb-a208684847e9"
} | {
"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": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.385,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.236,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.41,
"battery_mwh": 8.98,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-B9581A1E8D",
"grid_service_limit_mw": 7.55,
"gross_sqft": 997604,
"infill_site": false,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.142,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.515,
"cross_node_rebalancing_capacity_pct": 0.059,
"entitlement_friction": 0.231,
"nearby_nodes": 6,
"network_redundancy_score": 0.773,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 60.9,
"dock_utilization_pct": 92.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.844,
"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": 2.58,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.9,
"occupancy_90d": 0.977,
"rent_growth_30d_pct": 4.47,
"rent_growth_90d_pct": 3.27,
"tenant_expansion_probability": 0.651
} | {
"annualized_noi_impact_usd": 460440,
"annualized_revenue_impact_usd": 624074,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 432215,
"expansion_capture_probability_post_event": 0.57,
"lease_rate_change_pct": 2.34,
"occupancy_shift": 0.026,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 49.41
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.8
},
{
"action": "activate_temp_la... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.602,
"capital_availability": 0.142,
"demand_pressure": 0.956,
"entitlement_friction": 0.231,
"labor_shortage": 1,
"portfolio_tightness": 0.601,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-100160",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T05:53:00Z",
"trace_id": "72989675-5dfa-4fa6-a6ec-173bc0633de2"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "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": 0.402,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.309,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.37,
"battery_mwh": 9.11,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-9F57F3C92F",
"grid_service_limit_mw": 27.8,
"gross_sqft": 1003748,
"infill_site": true,
"lease_expiry_months": 51,
"occ... | {
"capital_availability": 0.044,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.389,
"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.252,
"nearby_nodes": 3,
"network_redundancy_score": 0.57,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.3,
"dock_utilization_pct": 87.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 64,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"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": 2.12,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 2.39,
"rent_growth_90d_pct": 4.26,
"tenant_expansion_probability": 0.614
} | {
"annualized_noi_impact_usd": 150448,
"annualized_revenue_impact_usd": 201108,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 450079,
"expansion_capture_probability_post_event": 0.534,
"lease_rate_change_pct": 3.57,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.88
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.12
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.758,
"capital_availability": 0.044,
"demand_pressure": 0.706,
"entitlement_friction": 0.252,
"labor_shortage": 0.672,
"portfolio_tightness": 0.527,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-100161",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:10:00Z",
"trace_id": "cfe966d8-1681-48b5-ab41-68a68bd3d58b"
} | {
"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": 8.9,
"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": 0.449,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.39,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.29,
"battery_mwh": 6.42,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-95ED18DC67",
"grid_service_limit_mw": 17.7,
"gross_sqft": 616301,
"infill_site": true,
"lease_expiry_months": 64,
"occup... | {
"capital_availability": 0.627,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.423,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.671,
"nearby_nodes": 6,
"network_redundancy_score": 0.735,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 94,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 53.2,
"dock_utilization_pct": 92.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.835,
"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": 1.78,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.1,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 4.14,
"rent_growth_90d_pct": 4.75,
"tenant_expansion_probability": 0.704
} | {
"annualized_noi_impact_usd": 87632,
"annualized_revenue_impact_usd": 143343,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 530156,
"expansion_capture_probability_post_event": 0.609,
"lease_rate_change_pct": 3.92,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 46.76
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.76
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.508,
"capital_availability": 0.627,
"demand_pressure": 1,
"entitlement_friction": 0.671,
"labor_shortage": 0.672,
"portfolio_tightness": 0.582,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-100162",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:50:00Z",
"trace_id": "2d6421a0-02b4-46f5-97f9-7c3b3f699f1e"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.251,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.106,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.35,
"battery_mwh": 5.74,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-E539913FFF",
"grid_service_limit_mw": 18.76,
"gross_sqft": 1297576,
"infill_site": false,
"lease_expiry_months": 16,
"o... | {
"capital_availability": 0.072,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.36,
"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.19,
"nearby_nodes": 3,
"network_redundancy_score": 0.571,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.1,
"dock_utilization_pct": 83.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.24,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.5,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 1.74,
"rent_growth_90d_pct": 2.46,
"tenant_expansion_probability": 0.458... | {
"annualized_noi_impact_usd": 75265,
"annualized_revenue_impact_usd": 103005,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 470726,
"expansion_capture_probability_post_event": 0.386,
"lease_rate_change_pct": 1.31,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.48
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.6
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.588,
"capital_availability": 0.072,
"demand_pressure": 0.51,
"entitlement_friction": 0.19,
"labor_shortage": 0.594,
"portfolio_tightness": 0.53,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-100163",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:10:00Z",
"trace_id": "bd71af4b-c1f4-4271-84c4-8606ce52fc32"
} | {
"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": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.363,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.337,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.68,
"battery_mwh": 2.2,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-16F08E762B",
"grid_service_limit_mw": 14.04,
"gross_sqft": 547410,
"infill_site": false,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.471,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.289,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.269,
"nearby_nodes": 4,
"network_redundancy_score": 0.771,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 92.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.7,
"dock_utilization_pct": 85.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.679,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.06,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.1,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 3.05,
"rent_growth_90d_pct": 3.21,
"tenant_expansion_probability": 0.69
} | {
"annualized_noi_impact_usd": 64285,
"annualized_revenue_impact_usd": 86818,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 383944,
"expansion_capture_probability_post_event": 0.667,
"lease_rate_change_pct": 2.72,
"occupancy_shift": 0.024,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.13
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.56
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.351,
"capital_availability": 0.471,
"demand_pressure": 0.638,
"entitlement_friction": 0.269,
"labor_shortage": 0.663,
"portfolio_tightness": 0.396,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-100164",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:07:00Z",
"trace_id": "529ff188-5648-4666-a25e-e6a18ca1a169"
} | {
"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": 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": 0.391,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.331,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.81,
"battery_mwh": 5.07,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-7726CC6413",
"grid_service_limit_mw": 13.24,
"gross_sqft": 498776,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.195,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.379,
"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.577,
"nearby_nodes": 5,
"network_redundancy_score": 0.617,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 998789... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 83.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 66.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.66,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.4,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": -0.17,
"rent_growth_90d_pct": 2.26,
"tenant_expansion_probability": 0.543
} | {
"annualized_noi_impact_usd": 10847,
"annualized_revenue_impact_usd": 15019,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 614695,
"expansion_capture_probability_post_event": 0.423,
"lease_rate_change_pct": 0.87,
"occupancy_shift": -0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 56.25
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.37
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.781,
"capital_availability": 0.195,
"demand_pressure": 0.561,
"entitlement_friction": 0.577,
"labor_shortage": 1,
"portfolio_tightness": 0.351,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-100165",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:16:00Z",
"trace_id": "6945f7cf-62df-4599-80a6-574e0d5bd162"
} | {
"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": 8.3,
"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": 0.192,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.246,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.7,
"battery_mwh": 3.11,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-0A586DB85B",
"grid_service_limit_mw": 19.93,
"gross_sqft": 448394,
"infill_site": false,
"lease_expiry_months": 57,
"occu... | {
"capital_availability": 0.355,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.297,
"cross_node_rebalancing_capacity_pct": 0.127,
"entitlement_friction": 0.703,
"nearby_nodes": 5,
"network_redundancy_score": 0.72,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 333306,... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 88.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.99,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.51,
"rent_growth_90d_pct": 4.41,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 4552,
"annualized_revenue_impact_usd": 6826,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 450886,
"expansion_capture_probability_post_event": 0.338,
"lease_rate_change_pct": 1.91,
"occupancy_shift": 0.007,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.88
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.06
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.234,
"capital_availability": 0.355,
"demand_pressure": 0.815,
"entitlement_friction": 0.703,
"labor_shortage": 0.624,
"portfolio_tightness": 0.451,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-100166",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:31:00Z",
"trace_id": "3d1d5ed1-502c-4209-a0ca-c4d2a8fed48b"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.229,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.403,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.27,
"battery_mwh": 8.85,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 89,
"facility_id": "FAC-A48DA94303",
"grid_service_limit_mw": 11.85,
"gross_sqft": 892211,
"infill_site": true,
"lease_expiry_months": 56,
"... | {
"capital_availability": 0.507,
"cluster_utilization_pct": 0.937,
"competitive_pressure_score": 0.508,
"cross_node_rebalancing_capacity_pct": 0.127,
"entitlement_friction": 0.355,
"nearby_nodes": 8,
"network_redundancy_score": 0.47,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 77.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 83.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
"build_vs_buy_score": 2.59,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.4,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 2.14,
"rent_growth_90d_pct": 1.78,
"tenant_expansion_probability": 0.389
} | {
"annualized_noi_impact_usd": -197152,
"annualized_revenue_impact_usd": -330939,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 556571,
"expansion_capture_probability_post_event": 0.272,
"lease_rate_change_pct": -0.42,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 46.85
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 36.38
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.502,
"capital_availability": 0.507,
"demand_pressure": 0.487,
"entitlement_friction": 0.355,
"labor_shortage": 0.698,
"portfolio_tightness": 0.604,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-100167",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T07:00:00Z",
"trace_id": "ef312e5d-d546-4f2f-9380-08de820ce201"
} | {
"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": 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": false,
"growth_rate": 0.228,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.229,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.42,
"battery_mwh": 7.74,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 60,
"facility_id": "FAC-2AC354C0D4",
"grid_service_limit_mw": 14.8,
"gross_sqft": 602217,
"infill_site": false,
"lease_expiry_months": 29,
"... | {
"capital_availability": 0.172,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.347,
"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.388,
"nearby_nodes": 8,
"network_redundancy_score": 0.87,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 79,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 82.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 18.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"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": 1.78,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.3,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 1.1,
"rent_growth_90d_pct": 0.18,
"tenant_expansion_probability": 0.382
} | {
"annualized_noi_impact_usd": -33217,
"annualized_revenue_impact_usd": -51203,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 619284,
"expansion_capture_probability_post_event": 0.277,
"lease_rate_change_pct": -1.35,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.93
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.86
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.61,
"capital_availability": 0.172,
"demand_pressure": 0.459,
"entitlement_friction": 0.388,
"labor_shortage": 0.655,
"portfolio_tightness": 0.516,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-100168",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:56:00Z",
"trace_id": "21406297-6c8c-4eed-9bb0-b7a11936082b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.389,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.356,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.38,
"battery_mwh": 2.41,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 137,
"facility_id": "FAC-744AB547C3",
"grid_service_limit_mw": 15.18,
"gross_sqft": 1379718,
"infill_site": true,
"lease_expiry_months": 19,
"oc... | {
"capital_availability": 0.261,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.509,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.105,
"nearby_nodes": 4,
"network_redundancy_score": 0.419,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 85.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.834,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.3,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.2,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 2.25,
"rent_growth_90d_pct": 3.6,
"tenant_expansion_probability": 0.566
} | {
"annualized_noi_impact_usd": 92746,
"annualized_revenue_impact_usd": 140435,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 90,
"estimated_capex_usd": 626356,
"expansion_capture_probability_post_event": 0.464,
"lease_rate_change_pct": 2.43,
"occupancy_shift": 0,
"service_penalty_risk_usd": 503... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.81
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.53
},
{
"action": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.446,
"capital_availability": 0.261,
"demand_pressure": 0.665,
"entitlement_friction": 0.105,
"labor_shortage": 0.784,
"portfolio_tightness": 0.459,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-100169",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:42:00Z",
"trace_id": "b6c2b6c5-746f-4dc8-9271-fe01a9d5e2fb"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.131,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.323,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.79,
"battery_mwh": 10.08,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-8FEF76013C",
"grid_service_limit_mw": 8.48,
"gross_sqft": 1074052,
"infill_site": false,
"lease_expiry_months": 11,
"o... | {
"capital_availability": 0.599,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.602,
"cross_node_rebalancing_capacity_pct": 0.095,
"entitlement_friction": 0.663,
"nearby_nodes": 5,
"network_redundancy_score": 0.498,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 77.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 80.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.9,
"occupancy_90d": 0.889,
"rent_growth_30d_pct": 1.05,
"rent_growth_90d_pct": 1.75,
"tenant_expansion_probability": 0.295
} | {
"annualized_noi_impact_usd": -266726,
"annualized_revenue_impact_usd": -350857,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 708460,
"expansion_capture_probability_post_event": 0.171,
"lease_rate_change_pct": -1.46,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 39.79
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.05
},
{
"action": "es... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.505,
"capital_availability": 0.599,
"demand_pressure": 0.359,
"entitlement_friction": 0.663,
"labor_shortage": 0.806,
"portfolio_tightness": 0.595,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-100170",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T06:55:00Z",
"trace_id": "42790a0a-30b7-4d73-998e-8cc280afd648"
} | {
"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": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.199,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.346,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.46,
"battery_mwh": 10.49,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 133,
"facility_id": "FAC-4A3E58FF90",
"grid_service_limit_mw": 16.29,
"gross_sqft": 1335210,
"infill_site": true,
"lease_expiry_months": 71,... | {
"capital_availability": 0.675,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.518,
"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.471,
"nearby_nodes": 5,
"network_redundancy_score": 0.521,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.7,
"dock_utilization_pct": 82.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 68,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 1.68,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.5,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 0.36,
"rent_growth_90d_pct": 1.76,
"tenant_expansion_probability": 0.347
} | {
"annualized_noi_impact_usd": -114715,
"annualized_revenue_impact_usd": -162527,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 664774,
"expansion_capture_probability_post_event": 0.234,
"lease_rate_change_pct": -0.72,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.96
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.61
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.462,
"capital_availability": 0.675,
"demand_pressure": 0.48,
"entitlement_friction": 0.471,
"labor_shortage": 0.841,
"portfolio_tightness": 0.396,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-100171",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:02:00Z",
"trace_id": "84d42083-2e14-404a-8dd9-182ad0824238"
} | {
"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": 8.2,
"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": 0.327,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.399,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.54,
"battery_mwh": 6.31,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 28,
"facility_id": "FAC-B73685AC95",
"grid_service_limit_mw": 18.58,
"gross_sqft": 285337,
"infill_site": true,
"lease_expiry_months": 55,
"occu... | {
"capital_availability": 0.106,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.495,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.667,
"nearby_nodes": 4,
"network_redundancy_score": 0.742,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 147915... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 84.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"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": 1.85,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.7,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 0.66,
"rent_growth_90d_pct": -0.73,
"tenant_expansion_probability": 0.542
} | {
"annualized_noi_impact_usd": 137,
"annualized_revenue_impact_usd": 218,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 567776,
"expansion_capture_probability_post_event": 0.447,
"lease_rate_change_pct": -1.19,
"occupancy_shift": 0.001,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.39
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.15
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.423,
"capital_availability": 0.106,
"demand_pressure": 0.604,
"entitlement_friction": 0.667,
"labor_shortage": 0.808,
"portfolio_tightness": 0.378,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-100172",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:46:00Z",
"trace_id": "988cae00-0261-4c74-a18d-b19a56ba1346"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.241,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.252,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.43,
"battery_mwh": 1.37,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 75,
"facility_id": "FAC-134EA368B5",
"grid_service_limit_mw": 20.86,
"gross_sqft": 758997,
"infill_site": false,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.185,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.353,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.643,
"nearby_nodes": 3,
"network_redundancy_score": 0.366,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 89.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 86.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.863,
"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": 1.77,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.3,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 2.94,
"rent_growth_90d_pct": 2.69,
"tenant_expansion_probability": 0.387... | {
"annualized_noi_impact_usd": -29450,
"annualized_revenue_impact_usd": -49125,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 747995,
"expansion_capture_probability_post_event": 0.258,
"lease_rate_change_pct": 0.02,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 42.93
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.49
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.493,
"capital_availability": 0.185,
"demand_pressure": 0.812,
"entitlement_friction": 0.643,
"labor_shortage": 0.677,
"portfolio_tightness": 0.543,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-100173",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T06:43:00Z",
"trace_id": "ba467570-7cd3-44dc-b91c-0f6c7b9be791"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.407,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.421,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.55,
"battery_mwh": 8.27,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 27,
"facility_id": "FAC-23E18668E5",
"grid_service_limit_mw": 9.46,
"gross_sqft": 276554,
"infill_site": true,
"lease_expiry_months": 21,
"... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.443,
"cross_node_rebalancing_capacity_pct": 0.102,
"entitlement_friction": 0.486,
"nearby_nodes": 4,
"network_redundancy_score": 0.703,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 109044... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 88.2,
"event_name": "TEMP_DELTA_ALERT",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.45,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.26,
"rent_growth_90d_pct": 2.13,
"tenant_expansion_probability": 0.642
} | {
"annualized_noi_impact_usd": 11673,
"annualized_revenue_impact_usd": 16085,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 608210,
"expansion_capture_probability_post_event": 0.541,
"lease_rate_change_pct": 1.42,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.59
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.82
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.724,
"capital_availability": 0,
"demand_pressure": 0.732,
"entitlement_friction": 0.486,
"labor_shortage": 0.841,
"portfolio_tightness": 0.65,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-100174",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:52:00Z",
"trace_id": "318b91a2-cdb0-44ad-b975-550ff9e7b7a2"
} | {
"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": "Demand_Reallocation",
"exposure": "demand_pressure",
"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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.109,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.171,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.63,
"battery_mwh": 0.15,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-5EC42E1A73",
"grid_service_limit_mw": 9.91,
"gross_sqft": 458679,
"infill_site": false,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.598,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.289,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.414,
"nearby_nodes": 5,
"network_redundancy_score": 0.836,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 83.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 46.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.9,
"occupancy_90d": 0.9,
"rent_growth_30d_pct": 2.52,
"rent_growth_90d_pct": 1.16,
"tenant_expansion_probability": 0.33
} | {
"annualized_noi_impact_usd": -61370,
"annualized_revenue_impact_usd": -93546,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 544343,
"expansion_capture_probability_post_event": 0.247,
"lease_rate_change_pct": -1.17,
"occupancy_shift": 0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.59
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.39
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.695,
"capital_availability": 0.598,
"demand_pressure": 0.501,
"entitlement_friction": 0.414,
"labor_shortage": 0.747,
"portfolio_tightness": 0.686,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-100175",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:37:00Z",
"trace_id": "7ceab26f-c19c-40c8-ba4e-9f62a75a69bb"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "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": "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": "high",
"risk_of_churn": 0.236,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.77,
"battery_mwh": 2.05,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 119,
"facility_id": "FAC-ECB7E9372A",
"grid_service_limit_mw": 16.6,
"gross_sqft": 1196312,
"infill_site": true,
"lease_expiry_months": 38,
"occu... | {
"capital_availability": 0.069,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.339,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.623,
"nearby_nodes": 4,
"network_redundancy_score": 0.394,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.7,
"dock_utilization_pct": 89,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 80.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.834,
"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": 2.18,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.1,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 2.81,
"rent_growth_90d_pct": 5.1,
"tenant_expansion_probability": 0.535
} | {
"annualized_noi_impact_usd": 71467,
"annualized_revenue_impact_usd": 117866,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 641527,
"expansion_capture_probability_post_event": 0.429,
"lease_rate_change_pct": 3.06,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.93
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.58
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.376,
"capital_availability": 0.069,
"demand_pressure": 0.816,
"entitlement_friction": 0.623,
"labor_shortage": 0.658,
"portfolio_tightness": 0.501,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-100176",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:36:00Z",
"trace_id": "82b879e5-5342-4529-9f52-d1cdeb0c197d"
} | {
"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": "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": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.137,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.2,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.22,
"battery_mwh": 5.07,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 119,
"facility_id": "FAC-E9F1E83E63",
"grid_service_limit_mw": 15.75,
"gross_sqft": 1193564,
"infill_site": false,
"lease_expiry_months": 67,
"oc... | {
"capital_availability": 0.3,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.372,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.715,
"nearby_nodes": 7,
"network_redundancy_score": 0.764,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 32.9,
"dock_utilization_pct": 80.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.685,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.46,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.3,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 2.03,
"rent_growth_90d_pct": 1.54,
"tenant_expansion_probability": 0.394
} | {
"annualized_noi_impact_usd": -21000,
"annualized_revenue_impact_usd": -27786,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 629593,
"expansion_capture_probability_post_event": 0.321,
"lease_rate_change_pct": -1.38,
"occupancy_shift": 0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.33
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 28.74
},
{
"action": "offer_preemptive_expansio... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.256,
"capital_availability": 0.3,
"demand_pressure": 0.371,
"entitlement_friction": 0.715,
"labor_shortage": 0.678,
"portfolio_tightness": 0.487,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-100177",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:28:00Z",
"trace_id": "5de7fda8-5c9b-45b1-968f-a4501b91096a"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"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": 0.443,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.108,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.45,
"battery_mwh": 8.67,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-A04E4EEEB6",
"grid_service_limit_mw": 11.4,
"gross_sqft": 1006473,
"infill_site": true,
"lease_expiry_months": 18,
"occ... | {
"capital_availability": 0.84,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.347,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.478,
"nearby_nodes": 5,
"network_redundancy_score": 0.765,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 21597... | [
{
"appointment_fill_pct": 97.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.2,
"dock_utilization_pct": 92.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"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": 3.04,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 6.85,
"rent_growth_90d_pct": 6.06,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 360513,
"annualized_revenue_impact_usd": 562327,
"cap_rate_pressure_pct": 0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 518410,
"expansion_capture_probability_post_event": 0.743,
"lease_rate_change_pct": 4.56,
"occupancy_shift": 0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 47.84
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.2
},
{
"action": "raise_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.155,
"capital_availability": 0.84,
"demand_pressure": 0.933,
"entitlement_friction": 0.478,
"labor_shortage": 0.741,
"portfolio_tightness": 0.685,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-100178",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:38:00Z",
"trace_id": "42487a66-dcf8-4e59-a4db-db5a60901a87"
} | {
"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": 0.441,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.159,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.6,
"battery_mwh": 8.95,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-EC7C673496",
"grid_service_limit_mw": 12.2,
"gross_sqft": 1029271,
"infill_site": false,
"lease_expiry_months": 24,
"occ... | {
"capital_availability": 0.371,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.436,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.598,
"nearby_nodes": 7,
"network_redundancy_score": 0.507,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.4,
"dock_utilization_pct": 86,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"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": 1.72,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.5,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 1.32,
"rent_growth_90d_pct": 0.94,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 103595,
"annualized_revenue_impact_usd": 166852,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 90,
"estimated_capex_usd": 454949,
"expansion_capture_probability_post_event": 0.593,
"lease_rate_change_pct": 1.47,
"occupancy_shift": 0.016,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.08
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.73
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.27,
"capital_availability": 0.371,
"demand_pressure": 0.695,
"entitlement_friction": 0.598,
"labor_shortage": 0.525,
"portfolio_tightness": 0.367,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-100179",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:04:00Z",
"trace_id": "a20f26e3-9974-482f-96f0-8b20e6837024"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.1,
"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": 0.305,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.152,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.72,
"battery_mwh": 3.54,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 137,
"facility_id": "FAC-8479252AD3",
"grid_service_limit_mw": 12.02,
"gross_sqft": 1370649,
"infill_site": true,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.113,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.667,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.439,
"nearby_nodes": 5,
"network_redundancy_score": 0.634,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 84,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.846,
"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": 2.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.7,
"occupancy_90d": 0.885,
"rent_growth_30d_pct": 2.09,
"rent_growth_90d_pct": 1.9,
"tenant_expansion_probability": 0.483... | {
"annualized_noi_impact_usd": -18774,
"annualized_revenue_impact_usd": -25376,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 656473,
"expansion_capture_probability_post_event": 0.35,
"lease_rate_change_pct": -0.36,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.73
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.11
},
{
"action": "re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.314,
"capital_availability": 0.113,
"demand_pressure": 0.539,
"entitlement_friction": 0.439,
"labor_shortage": 1,
"portfolio_tightness": 0.545,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-100180",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:44:00Z",
"trace_id": "b25e7309-6381-4e5d-981c-029c0a800db2"
} | {
"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": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.2,
"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": 0.021,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.354,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.54,
"battery_mwh": 2.64,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-ECDDA1214C",
"grid_service_limit_mw": 6.78,
"gross_sqft": 836271,
"infill_site": true,
"lease_expiry_months": 13,
"... | {
"capital_availability": 0.363,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.737,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.226,
"nearby_nodes": 8,
"network_redundancy_score": 0.858,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 179... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 29.5,
"dock_utilization_pct": 81.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 63,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.7,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.669,
"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": 3.19,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.9,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 4.67,
"rent_growth_90d_pct": 4.61,
"tenant_expansion_probability": 0.329
} | {
"annualized_noi_impact_usd": -77856,
"annualized_revenue_impact_usd": -122443,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 505465,
"expansion_capture_probability_post_event": 0.283,
"lease_rate_change_pct": 0.63,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.96
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.41
},
{
"action": "monitor_and_stage... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.087,
"capital_availability": 0.363,
"demand_pressure": 0.364,
"entitlement_friction": 0.226,
"labor_shortage": 0.626,
"portfolio_tightness": 0.717,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-100181",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:26:00Z",
"trace_id": "8a23828f-7540-4242-870e-5d5550d38aee"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.2,
"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": 0.094,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.472,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.71,
"battery_mwh": 5.99,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-F8F7F36580",
"grid_service_limit_mw": 17.87,
"gross_sqft": 1321714,
"infill_site": true,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.554,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.545,
"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.33,
"nearby_nodes": 6,
"network_redundancy_score": 0.738,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 166... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.9,
"dock_utilization_pct": 79.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.713,
"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": 1.49,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.7,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": -0.94,
"rent_growth_90d_pct": 0.35,
"tenant_expansion_probability": 0.248
} | {
"annualized_noi_impact_usd": -282276,
"annualized_revenue_impact_usd": -385225,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 90,
"estimated_capex_usd": 403493,
"expansion_capture_probability_post_event": 0.183,
"lease_rate_change_pct": -1.37,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.21
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.51
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.872,
"capital_availability": 0.554,
"demand_pressure": 0.345,
"entitlement_friction": 0.33,
"labor_shortage": 0.606,
"portfolio_tightness": 0.369,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-100182",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:10:00Z",
"trace_id": "7545d9f7-66ed-41ba-ac48-c2b210168771"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.196,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.373,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.62,
"battery_mwh": 2.98,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-0917DA8F28",
"grid_service_limit_mw": 19.23,
"gross_sqft": 313942,
"infill_site": false,
"lease_expiry_months": 48,
"occ... | {
"capital_availability": 0.486,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.786,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.536,
"nearby_nodes": 2,
"network_redundancy_score": 0.512,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1942031... | [
{
"appointment_fill_pct": 88,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.7,
"dock_utilization_pct": 82.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 49.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23,
"shift_fill_rate_pct... | {
"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": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.8,
"occupancy_90d": 0.986,
"rent_growth_30d_pct": 0.79,
"rent_growth_90d_pct": 2.29,
"tenant_expansion_probability": 0.375
... | {
"annualized_noi_impact_usd": -27468,
"annualized_revenue_impact_usd": -42600,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 468842,
"expansion_capture_probability_post_event": 0.283,
"lease_rate_change_pct": 0.26,
"occupancy_shift": -0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.2
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.89
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.534,
"capital_availability": 0.486,
"demand_pressure": 0.508,
"entitlement_friction": 0.536,
"labor_shortage": 0.626,
"portfolio_tightness": 0.455,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-100183",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:31:00Z",
"trace_id": "240cf3d4-475b-46e3-a19d-168ac6903743"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.011,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.446,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.41,
"battery_mwh": 0.4,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-DC1C7657F8",
"grid_service_limit_mw": 22.59,
"gross_sqft": 974021,
"infill_site": true,
"lease_expiry_months": 26,
"occup... | {
"capital_availability": 0.562,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.64,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.105,
"nearby_nodes": 4,
"network_redundancy_score": 0.708,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 83.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"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": 1.9,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.6,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 1.86,
"rent_growth_90d_pct": 4.1,
"tenant_expansion_probability": 0.202
} | {
"annualized_noi_impact_usd": -140633,
"annualized_revenue_impact_usd": -234422,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 442150,
"expansion_capture_probability_post_event": 0.122,
"lease_rate_change_pct": 0.13,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.94
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.27
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.6,
"capital_availability": 0.562,
"demand_pressure": 0.494,
"entitlement_friction": 0.105,
"labor_shortage": 0.989,
"portfolio_tightness": 0.545,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-100184",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:23:00Z",
"trace_id": "3e3d94b2-4023-4989-96cb-f6d291e0c4fa"
} | {
"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": 7.8,
"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": 0.418,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.441,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.65,
"battery_mwh": 10.64,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-4030DC2A3D",
"grid_service_limit_mw": 12.88,
"gross_sqft": 1113694,
"infill_site": true,
"lease_expiry_months": 59,... | {
"capital_availability": 0.079,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.448,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.368,
"nearby_nodes": 3,
"network_redundancy_score": 0.606,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6... | [
{
"appointment_fill_pct": 76.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.1,
"dock_utilization_pct": 83.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 64.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.751,
"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": 1.55,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.4,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": 0.23,
"rent_growth_90d_pct": 1.94,
"tenant_expansion_probability": 0.601
} | {
"annualized_noi_impact_usd": 60712,
"annualized_revenue_impact_usd": 88717,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 525665,
"expansion_capture_probability_post_event": 0.522,
"lease_rate_change_pct": 2.16,
"occupancy_shift": -0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.65
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.36
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.725,
"capital_availability": 0.079,
"demand_pressure": 0.545,
"entitlement_friction": 0.368,
"labor_shortage": 0.526,
"portfolio_tightness": 0.37,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.876,
"id": "FORGE-100185",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:18:00Z",
"trace_id": "cb5ddef4-1c3c-408a-b5d7-2e241a82837d"
} | {
"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": 9.2,
"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": 0.32,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.376,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.21,
"battery_mwh": 7.11,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-E89CC15724",
"grid_service_limit_mw": 10.5,
"gross_sqft": 1054785,
"infill_site": false,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.189,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.485,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.658,
"nearby_nodes": 3,
"network_redundancy_score": 0.479,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 147... | [
{
"appointment_fill_pct": 99.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 60.7,
"dock_utilization_pct": 92.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.863,
"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": 2.41,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.5,
"occupancy_90d": 0.926,
"rent_growth_30d_pct": 4.05,
"rent_growth_90d_pct": 5.43,
"tenant_expansion_probability": 0.55... | {
"annualized_noi_impact_usd": 242886,
"annualized_revenue_impact_usd": 412939,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 465000,
"expansion_capture_probability_post_event": 0.452,
"lease_rate_change_pct": 2.9,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.14
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.62
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.636,
"capital_availability": 0.189,
"demand_pressure": 0.97,
"entitlement_friction": 0.658,
"labor_shortage": 0.984,
"portfolio_tightness": 0.61,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-100186",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:43:00Z",
"trace_id": "520261ef-c07b-4f26-a108-7198d5404d22"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.419,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.118,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.39,
"battery_mwh": 6.23,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-7704180862",
"grid_service_limit_mw": 14.36,
"gross_sqft": 904765,
"infill_site": true,
"lease_expiry_months": 47,
"occu... | {
"capital_availability": 0.815,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.595,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.243,
"nearby_nodes": 8,
"network_redundancy_score": 0.359,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 92.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 89.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.735,
"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": 3.02,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 5.97,
"rent_growth_90d_pct": 5.05,
"tenant_expansion_probability": 0.799
} | {
"annualized_noi_impact_usd": 414680,
"annualized_revenue_impact_usd": 669731,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 497882,
"expansion_capture_probability_post_event": 0.762,
"lease_rate_change_pct": 4.04,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.35
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.68
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.319,
"capital_availability": 0.815,
"demand_pressure": 0.8,
"entitlement_friction": 0.243,
"labor_shortage": 0.88,
"portfolio_tightness": 0.651,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-100187",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:10:00Z",
"trace_id": "6ee6ecb7-3723-4494-b612-609dd7e848ad"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.216,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.084,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.29,
"battery_mwh": 8.11,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-5F5695C56E",
"grid_service_limit_mw": 11,
"gross_sqft": 485342,
"infill_site": true,
"lease_expiry_months": 15,
"oc... | {
"capital_availability": 0.719,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.76,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.635,
"nearby_nodes": 6,
"network_redundancy_score": 0.859,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 217... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 85,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 43.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.71,
"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": 2.82,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.7,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 3.87,
"rent_growth_90d_pct": 5.82,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 73183,
"annualized_revenue_impact_usd": 99791,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 608965,
"expansion_capture_probability_post_event": 0.505,
"lease_rate_change_pct": 2.56,
"occupancy_shift": 0.034,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.09
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.04
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.329,
"capital_availability": 0.719,
"demand_pressure": 0.585,
"entitlement_friction": 0.635,
"labor_shortage": 1,
"portfolio_tightness": 0.583,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-100188",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:52:00Z",
"trace_id": "9f33ea4f-928f-4f96-a67c-1bacfab6a99e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "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",
"expansion_request_open": true,
"growth_rate": 0.431,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.265,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.23,
"battery_mwh": 7.21,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-E2C4B06639",
"grid_service_limit_mw": 14.26,
"gross_sqft": 975273,
"infill_site": false,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.603,
"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.427,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.175,
"nearby_nodes": 2,
"network_redundancy_score": 0.327,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 973353... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.8,
"dock_utilization_pct": 86.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.9,
"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": "high",
"forecast_... | {
"build_vs_buy_score": 1.9,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.7,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": 1.46,
"rent_growth_90d_pct": 4.04,
"tenant_expansion_probability": 0.622
} | {
"annualized_noi_impact_usd": 84215,
"annualized_revenue_impact_usd": 109015,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 488257,
"expansion_capture_probability_post_event": 0.537,
"lease_rate_change_pct": 3.45,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.45
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 41.78
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.663,
"capital_availability": 0.603,
"demand_pressure": 0.692,
"entitlement_friction": 0.175,
"labor_shortage": 0.773,
"portfolio_tightness": 0.392,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-100189",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:50:00Z",
"trace_id": "e7705870-225c-46cf-af74-a24ec1236f3d"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.023,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.122,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.64,
"battery_mwh": 0.84,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 48,
"facility_id": "FAC-7638602C2F",
"grid_service_limit_mw": 19.68,
"gross_sqft": 485521,
"infill_site": false,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.461,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.685,
"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.169,
"nearby_nodes": 6,
"network_redundancy_score": 0.847,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 79.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 32.2,
"dock_utilization_pct": 77.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.751,
"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": 2.26,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.7,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": -0.2,
"rent_growth_90d_pct": 1.29,
"tenant_expansion_probability": 0.101
} | {
"annualized_noi_impact_usd": -136097,
"annualized_revenue_impact_usd": -174756,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 594143,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.12,
"occupancy_shift": -0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.45
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.31
},
{
"action": "secure_pop_up_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.448,
"capital_availability": 0.461,
"demand_pressure": 0.223,
"entitlement_friction": 0.169,
"labor_shortage": 0.582,
"portfolio_tightness": 0.44,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-100190",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:44:00Z",
"trace_id": "92da4ca4-2382-4626-aee9-e7417a9e2df2"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"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": 0.043,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.399,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.8,
"battery_mwh": 4.22,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-A11D62DCB0",
"grid_service_limit_mw": 18.82,
"gross_sqft": 985908,
"infill_site": false,
"lease_expiry_months": 36,
"occu... | {
"capital_availability": 0.084,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.292,
"cross_node_rebalancing_capacity_pct": 0.196,
"entitlement_friction": 0.585,
"nearby_nodes": 4,
"network_redundancy_score": 0.473,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35,
"dock_utilization_pct": 80.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.746,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.68,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.6,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 0.04,
"rent_growth_90d_pct": -0.53,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -251451,
"annualized_revenue_impact_usd": -380560,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 90,
"estimated_capex_usd": 399067,
"expansion_capture_probability_post_event": 0.113,
"lease_rate_change_pct": -2.93,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.31
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.54
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.419,
"capital_availability": 0.084,
"demand_pressure": 0.385,
"entitlement_friction": 0.585,
"labor_shortage": 0.546,
"portfolio_tightness": 0.425,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-100191",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T06:38:00Z",
"trace_id": "51cc29b2-af5d-4c6c-b05c-890971fd19a6"
} | {
"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": 8.6,
"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": 0.422,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.334,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.8,
"battery_mwh": 9.49,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-5885626526",
"grid_service_limit_mw": 8.9,
"gross_sqft": 788638,
"infill_site": true,
"lease_expiry_months": 48,
"oc... | {
"capital_availability": 0.191,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.626,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.734,
"nearby_nodes": 2,
"network_redundancy_score": 0.398,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 80... | [
{
"appointment_fill_pct": 92,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 55.9,
"dock_utilization_pct": 88.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"foreca... | {
"build_vs_buy_score": 2.64,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.9,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 3.89,
"rent_growth_90d_pct": 3.3,
"tenant_expansion_probability": 0.737
} | {
"annualized_noi_impact_usd": 347311,
"annualized_revenue_impact_usd": 521113,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 450399,
"expansion_capture_probability_post_event": 0.635,
"lease_rate_change_pct": 2.24,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.15
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.89
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.283,
"capital_availability": 0.191,
"demand_pressure": 0.716,
"entitlement_friction": 0.734,
"labor_shortage": 1,
"portfolio_tightness": 0.699,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-100192",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:46:00Z",
"trace_id": "5fe42998-eea9-4d78-b37c-be1fdca7b4ed"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.432,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.071,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.8,
"battery_mwh": 8.7,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 86,
"facility_id": "FAC-AD8E9DC475",
"grid_service_limit_mw": 13.64,
"gross_sqft": 862116,
"infill_site": false,
"lease_expiry_months": 69,
"o... | {
"capital_availability": 0.103,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.436,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.285,
"nearby_nodes": 5,
"network_redundancy_score": 0.37,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 707398,... | [
{
"appointment_fill_pct": 80,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 85.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.75,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.8,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 0.87,
"rent_growth_90d_pct": 1.95,
"tenant_expansion_probability": 0.552
} | {
"annualized_noi_impact_usd": 31692,
"annualized_revenue_impact_usd": 43040,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 708612,
"expansion_capture_probability_post_event": 0.447,
"lease_rate_change_pct": 1.63,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 58.4
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.56
},
{
"action": "shift_overflow_to_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.833,
"capital_availability": 0.103,
"demand_pressure": 0.687,
"entitlement_friction": 0.285,
"labor_shortage": 0.562,
"portfolio_tightness": 0.368,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-100193",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:38:00Z",
"trace_id": "8ef449ef-dabf-422b-95a8-b857528e84b3"
} | {
"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": "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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.196,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.204,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.69,
"battery_mwh": 2.23,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-193C5A4B83",
"grid_service_limit_mw": 7.1,
"gross_sqft": 232489,
"infill_site": false,
"lease_expiry_months": 47,
"occupa... | {
"capital_availability": 0.824,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.619,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.269,
"nearby_nodes": 3,
"network_redundancy_score": 0.8,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 5230... | [
{
"appointment_fill_pct": 92.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.4,
"dock_utilization_pct": 84.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 76.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.707,
"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": 2.92,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.6,
"occupancy_90d": 0.986,
"rent_growth_30d_pct": 4.16,
"rent_growth_90d_pct": 3.12,
"tenant_expansion_probability": 0.483
} | {
"annualized_noi_impact_usd": 43617,
"annualized_revenue_impact_usd": 65199,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 554873,
"expansion_capture_probability_post_event": 0.436,
"lease_rate_change_pct": 0.85,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.88
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.23
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.407,
"capital_availability": 0.824,
"demand_pressure": 0.557,
"entitlement_friction": 0.269,
"labor_shortage": 0.631,
"portfolio_tightness": 0.597,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-100194",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:25:00Z",
"trace_id": "269fbdf1-1361-4984-9ead-36bd922c4a8c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": -0.016,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.224,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.51,
"battery_mwh": 9.11,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-E4FEA02BB7",
"grid_service_limit_mw": 19.57,
"gross_sqft": 763254,
"infill_site": false,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.123,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.283,
"cross_node_rebalancing_capacity_pct": 0.207,
"entitlement_friction": 0.347,
"nearby_nodes": 5,
"network_redundancy_score": 0.544,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 84.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"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": 1.79,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.47,
"rent_growth_90d_pct": 0.83,
"tenant_expansion_probability": 0.161
} | {
"annualized_noi_impact_usd": -79939,
"annualized_revenue_impact_usd": -114405,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 628588,
"expansion_capture_probability_post_event": 0.067,
"lease_rate_change_pct": -2.61,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.49
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.31
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.409,
"capital_availability": 0.123,
"demand_pressure": 0.573,
"entitlement_friction": 0.347,
"labor_shortage": 0.836,
"portfolio_tightness": 0.449,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-100195",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T06:44:00Z",
"trace_id": "7e688e61-653d-4eb0-af7f-f9133f7b7ea5"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.358,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.251,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.28,
"battery_mwh": 12.47,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 128,
"facility_id": "FAC-7F7DB63348",
"grid_service_limit_mw": 16.22,
"gross_sqft": 1283240,
"infill_site": true,
"lease_expiry_months": 69,... | {
"capital_availability": 0.363,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.788,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.551,
"nearby_nodes": 6,
"network_redundancy_score": 0.46,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 895000,... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.8,
"dock_utilization_pct": 84.4,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 39.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.676,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.16,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.6,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 2.28,
"rent_growth_90d_pct": 2.74,
"tenant_expansion_probability": 0.674
} | {
"annualized_noi_impact_usd": 201780,
"annualized_revenue_impact_usd": 294677,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 30,
"estimated_capex_usd": 526495,
"expansion_capture_probability_post_event": 0.637,
"lease_rate_change_pct": 2.02,
"occupancy_shift": 0.026,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.07
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 27.14
},
{
"action": "lock_power_capacity_reservation",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.349,
"capital_availability": 0.363,
"demand_pressure": 0.611,
"entitlement_friction": 0.551,
"labor_shortage": 0.678,
"portfolio_tightness": 0.359,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.7,
"id": "FORGE-100196",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:16:00Z",
"trace_id": "2799cb65-1ca7-4273-a6a4-6185a6c69148"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.3,
"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": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.459,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.19,
"battery_mwh": 7.42,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-F92C5B1632",
"grid_service_limit_mw": 13.55,
"gross_sqft": 1172141,
"infill_site": false,
"lease_expiry_months": 61,
"o... | {
"capital_availability": 0.814,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.258,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.576,
"nearby_nodes": 8,
"network_redundancy_score": 0.629,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 74,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 22.5,
"dock_utilization_pct": 77.3,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 60.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.601,
"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": 1.82,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.7,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 0.34,
"rent_growth_90d_pct": 1.61,
"tenant_expansion_probability": 0.228
} | {
"annualized_noi_impact_usd": -150140,
"annualized_revenue_impact_usd": -248261,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 512394,
"expansion_capture_probability_post_event": 0.193,
"lease_rate_change_pct": -1.36,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 27.04
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 26.4
},
{
"action": "monitor_and_stage",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.606,
"capital_availability": 0.814,
"demand_pressure": 0.225,
"entitlement_friction": 0.576,
"labor_shortage": 0.4,
"portfolio_tightness": 0.407,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-100197",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:11:00Z",
"trace_id": "fe938434-c234-40d0-8ee3-6024f1cdaae7"
} | {
"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": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"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"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.311,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.201,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.74,
"battery_mwh": 9.83,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-57A092B7B9",
"grid_service_limit_mw": 22.56,
"gross_sqft": 1089475,
"infill_site": false,
"lease_expiry_months": 49,
"o... | {
"capital_availability": 0.602,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.303,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.274,
"nearby_nodes": 8,
"network_redundancy_score": 0.379,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 90.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 85.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"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": 1.84,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.3,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 1.68,
"rent_growth_90d_pct": 3.14,
"tenant_expansion_probability": 0.51
} | {
"annualized_noi_impact_usd": 84354,
"annualized_revenue_impact_usd": 113535,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 501779,
"expansion_capture_probability_post_event": 0.424,
"lease_rate_change_pct": 1.88,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.37
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.04
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.485,
"capital_availability": 0.602,
"demand_pressure": 0.626,
"entitlement_friction": 0.274,
"labor_shortage": 0.711,
"portfolio_tightness": 0.444,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-100198",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:57:00Z",
"trace_id": "c25a6517-6ee7-46b4-9e62-33d9cbb83a3f"
} | {
"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": 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": 0.221,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.198,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.79,
"battery_mwh": 2.55,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 27,
"facility_id": "FAC-F5761E69BB",
"grid_service_limit_mw": 7.42,
"gross_sqft": 274966,
"infill_site": false,
"lease_expiry_months": 54,
"occup... | {
"capital_availability": 0.767,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.492,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.399,
"nearby_nodes": 5,
"network_redundancy_score": 0.504,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 92... | [
{
"appointment_fill_pct": 78.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 33.2,
"dock_utilization_pct": 82.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.693,
"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": 3,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.6,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 4.54,
"rent_growth_90d_pct": 3.7,
"tenant_expansion_probability": 0.531
} | {
"annualized_noi_impact_usd": 60057,
"annualized_revenue_impact_usd": 103337,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 529571,
"expansion_capture_probability_post_event": 0.472,
"lease_rate_change_pct": 1.24,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.25
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.22
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.327,
"capital_availability": 0.767,
"demand_pressure": 0.437,
"entitlement_friction": 0.399,
"labor_shortage": 0.644,
"portfolio_tightness": 0.724,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.725,
"id": "FORGE-100199",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:05:00Z",
"trace_id": "5be0d493-3c15-46ae-9c9a-7ac509c3ce6c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": true,
"growth_rate": 0.272,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.166,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.58,
"battery_mwh": 7.75,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-F0E3369C5B",
"grid_service_limit_mw": 14.34,
"gross_sqft": 974369,
"infill_site": true,
"lease_expiry_months": 64,
"occu... | {
"capital_availability": 0.772,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.803,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.676,
"nearby_nodes": 6,
"network_redundancy_score": 0.401,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.3,
"dock_utilization_pct": 82.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 63.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.675,
"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": 1.69,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1,
"rent_growth_90d_pct": 2.32,
"tenant_expansion_probability": 0.51... | {
"annualized_noi_impact_usd": 80633,
"annualized_revenue_impact_usd": 104113,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 607842,
"expansion_capture_probability_post_event": 0.462,
"lease_rate_change_pct": 0.81,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.77
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 30.57
},
{
"action": "escalate_utility_interconnec... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.658,
"capital_availability": 0.772,
"demand_pressure": 0.541,
"entitlement_friction": 0.676,
"labor_shortage": 0.577,
"portfolio_tightness": 0.315,
... |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.