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": 0.767,
"id": "FORGE-103400",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:30:00Z",
"trace_id": "96a59c60-62b2-4fd4-9803-c516e060936a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "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": false,
"growth_rate": 0.081,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.112,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.49,
"battery_mwh": 6.28,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-528B214CF8",
"grid_service_limit_mw": 23.29,
"gross_sqft": 1132052,
"infill_site": false,
"lease_expiry_months": 66,
"o... | {
"capital_availability": 0.233,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.557,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.54,
"nearby_nodes": 5,
"network_redundancy_score": 0.49,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34.6,
"dock_utilization_pct": 79,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.731,
"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": 2.12,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.7,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 0.22,
"rent_growth_90d_pct": 1.85,
"tenant_expansion_probability": 0.245... | {
"annualized_noi_impact_usd": -107727,
"annualized_revenue_impact_usd": -152510,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 498051,
"expansion_capture_probability_post_event": 0.148,
"lease_rate_change_pct": -1.04,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.51
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.94
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.573,
"capital_availability": 0.233,
"demand_pressure": 0.283,
"entitlement_friction": 0.54,
"labor_shortage": 0.627,
"portfolio_tightness": 0.532,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-103401",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:41:00Z",
"trace_id": "781279d8-98aa-4b9f-b1d2-33473569b8f7"
} | {
"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": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.298,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.371,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.28,
"battery_mwh": 1.73,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-6B65AA7AF6",
"grid_service_limit_mw": 10.01,
"gross_sqft": 1208927,
"infill_site": false,
"lease_expiry_months": 12,
"o... | {
"capital_availability": 0.304,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.332,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.225,
"nearby_nodes": 5,
"network_redundancy_score": 0.519,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 731... | [
{
"appointment_fill_pct": 91.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.2,
"dock_utilization_pct": 84.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"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": 2.52,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.9,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 2.78,
"rent_growth_90d_pct": 1.67,
"tenant_expansion_probability": 0.559
} | {
"annualized_noi_impact_usd": 147765,
"annualized_revenue_impact_usd": 191056,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 359831,
"expansion_capture_probability_post_event": 0.484,
"lease_rate_change_pct": 0.7,
"occupancy_shift": 0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.45
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.29
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.803,
"capital_availability": 0.304,
"demand_pressure": 0.54,
"entitlement_friction": 0.225,
"labor_shortage": 0.964,
"portfolio_tightness": 0.684,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-103402",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:07:00Z",
"trace_id": "74b66ad7-ddf7-4fa6-a46a-a825f97f9a0e"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.333,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.456,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.73,
"battery_mwh": 0.31,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-9B14AD46EA",
"grid_service_limit_mw": 17.76,
"gross_sqft": 678135,
"infill_site": true,
"lease_expiry_months": 38,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.265,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.105,
"nearby_nodes": 7,
"network_redundancy_score": 0.813,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 91.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 84.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 2.13,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.2,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 1.56,
"rent_growth_90d_pct": 0.31,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -21952,
"annualized_revenue_impact_usd": -32616,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 515922,
"expansion_capture_probability_post_event": 0.389,
"lease_rate_change_pct": -0.32,
"occupancy_shift": -0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.96
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.21
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.787,
"capital_availability": 0,
"demand_pressure": 0.58,
"entitlement_friction": 0.105,
"labor_shortage": 0.744,
"portfolio_tightness": 0.486,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-103403",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:57:00Z",
"trace_id": "b1ea679e-3b5b-452c-8610-3126b698def2"
} | {
"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": 9.4,
"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": 0.447,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.133,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.44,
"battery_mwh": 1.91,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-3DE6B10B2D",
"grid_service_limit_mw": 9.55,
"gross_sqft": 405066,
"infill_site": true,
"lease_expiry_months": 68,
"... | {
"capital_availability": 0.518,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.413,
"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.8,
"nearby_nodes": 5,
"network_redundancy_score": 0.601,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 4370... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 59.3,
"dock_utilization_pct": 92.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.87,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.34,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.85,
"rent_growth_90d_pct": 5.84,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 55945,
"annualized_revenue_impact_usd": 82985,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 685589,
"expansion_capture_probability_post_event": 0.568,
"lease_rate_change_pct": 4.08,
"occupancy_shift": 0,
"service_penalty_risk_usd": 2... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 48.02
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.27
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.647,
"capital_availability": 0.518,
"demand_pressure": 1,
"entitlement_friction": 0.8,
"labor_shortage": 0.898,
"portfolio_tightness": 0.59,
"power_... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-103404",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:59:00Z",
"trace_id": "4fdd78ef-b435-47a4-b76f-f11593cbe84a"
} | {
"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": 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": 0.297,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.257,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.24,
"battery_mwh": 9.95,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 135,
"facility_id": "FAC-CB3186AF55",
"grid_service_limit_mw": 6.44,
"gross_sqft": 1357657,
"infill_site": false,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.792,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.517,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.52,
"nearby_nodes": 4,
"network_redundancy_score": 0.597,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 324... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.7,
"dock_utilization_pct": 85.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 63,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.2,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.704,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.89,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.6,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 4.72,
"rent_growth_90d_pct": 6.18,
"tenant_expansion_probability": 0.643
} | {
"annualized_noi_impact_usd": 489437,
"annualized_revenue_impact_usd": 777855,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 593618,
"expansion_capture_probability_post_event": 0.586,
"lease_rate_change_pct": 3.56,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.35
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.73
},
{
"action": "rebal... | {
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"capital_availability": 0.792,
"demand_pressure": 0.564,
"entitlement_friction": 0.52,
"labor_shortage": 0.866,
"portfolio_tightness": 0.703,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-103405",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:58:00Z",
"trace_id": "4b45be57-8c9d-440b-92fc-46850ea51d04"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
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"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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.198,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.248,
"seasonality": 0.74,
"service... | {
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"battery_mwh": 0.35,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-F5674793FC",
"grid_service_limit_mw": 10.61,
"gross_sqft": 1130045,
"infill_site": true,
"lease_expiry_months": 62,
"oc... | {
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"cluster_utilization_pct": 0.99,
"competitive_pressure_score": 0.588,
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"entitlement_friction": 0.438,
"nearby_nodes": 2,
"network_redundancy_score": 0.557,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 97... | [
{
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"dock_utilization_pct": 87.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"forecast_uncertainty_band": "contained",
"market_entry_score": 76.8,
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"rent_growth_30d_pct": 1.07,
"rent_growth_90d_pct": 3.42,
"tenant_expansion_probability": 0.38... | {
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.327,
"lease_rate_change_pct": 1.87,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.62
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.73
},
{
"action": "offer_preempt... | {
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"demand_pressure": 0.809,
"entitlement_friction": 0.438,
"labor_shortage": 0.511,
"portfolio_tightness": 0.305,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-103406",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:13:00Z",
"trace_id": "bcc0b0aa-f162-4627-afc9-6ace174edc4d"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.236,
"seasonality": 0.49,
"service_level_tar... | {
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"building_class": "class_a",
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"facility_id": "FAC-4B85424722",
"grid_service_limit_mw": 13.73,
"gross_sqft": 835415,
"infill_site": true,
"lease_expiry_months": 19,
"occup... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.791,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 668753... | [
{
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"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.1,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
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"rent_growth_30d_pct": -1.18,
"rent_growth_90d_pct": -1.43,
"tenant_expansion_probability": 0.068... | {
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"lease_rate_change_pct": -4.57,
"occupancy_shift": -0.012,
"service_penalty_ri... | {
"alternative_actions": [
{
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"reason": "reserve_growth_path",
"score": 40.05
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.02
},
{
"action": "secure_pop_up_capac... | {
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"demand_pressure": 0.318,
"entitlement_friction": 0.623,
"labor_shortage": 0.536,
"portfolio_tightness": 0.354,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.741,
"id": "FORGE-103407",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:33:00Z",
"trace_id": "0e09557a-c1a5-46e2-aa04-c246509fed37"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.131,
"seasonality": 0.33,
"servi... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-405DFD545B",
"grid_service_limit_mw": 17.6,
"gross_sqft": 1135311,
"infill_site": true,
"lease_expiry_months": 26,
"occu... | {
"capital_availability": 0,
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"entitlement_friction": 0.297,
"nearby_nodes": 4,
"network_redundancy_score": 0.815,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 12341... | [
{
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"dock_utilization_pct": 78.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 68.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.49,
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"rent_growth_30d_pct": -1.01,
"rent_growth_90d_pct": 1.03,
"tenant_expansion_probability": 0.271... | {
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"expansion_capture_probability_post_event": 0.177,
"lease_rate_change_pct": -0.84,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.07
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.86
},
{
"action": "secure_pop_up_capacity",
"... | {
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"capital_availability": 0,
"demand_pressure": 0.317,
"entitlement_friction": 0.297,
"labor_shortage": 0.579,
"portfolio_tightness": 0.376,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-103408",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:15:00Z",
"trace_id": "2e404fc2-1766-4ed9-977d-5b43bcecb92d"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.434,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.098,
"seasonality": 0.82,
"service_level_tar... | {
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"battery_mwh": 5.36,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-1D41BBCBA8",
"grid_service_limit_mw": 8.44,
"gross_sqft": 361312,
"infill_site": false,
"lease_expiry_months": 10,
"occu... | {
"capital_availability": 0.582,
"cluster_utilization_pct": 0.958,
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"cross_node_rebalancing_capacity_pct": 0.152,
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"nearby_nodes": 5,
"network_redundancy_score": 0.551,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 87.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.21,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.4,
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"rent_growth_30d_pct": 1.82,
"rent_growth_90d_pct": 2.73,
"tenant_expansion_probability": 0.659
} | {
"annualized_noi_impact_usd": 134658,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.542,
"lease_rate_change_pct": 1.59,
"occupancy_shift": 0.02,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 59.51
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.14
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.811,
"capital_availability": 0.582,
"demand_pressure": 0.712,
"entitlement_friction": 0.848,
"labor_shortage": 1,
"portfolio_tightness": 0.551,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-103409",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:56:00Z",
"trace_id": "d7b72770-7f31-4b3d-a868-30f234689b57"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "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": false,
"growth_rate": 0.181,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.393,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.33,
"battery_mwh": 0.83,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 41,
"facility_id": "FAC-994BC92B0B",
"grid_service_limit_mw": 22.07,
"gross_sqft": 414896,
"infill_site": false,
"lease_expiry_months": 29,
"occu... | {
"capital_availability": 0.121,
"cluster_utilization_pct": 0.875,
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"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.471,
"nearby_nodes": 7,
"network_redundancy_score": 0.695,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41,
"dock_utilization_pct": 81.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"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": 1.78,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.864,
"rent_growth_30d_pct": 0.92,
"rent_growth_90d_pct": 1.89,
"tenant_expansion_probability": 0.311
} | {
"annualized_noi_impact_usd": -31723,
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"expansion_capture_probability_post_event": 0.184,
"lease_rate_change_pct": -0.98,
"occupancy_shift": -0.017,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.47
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.97
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.584,
"capital_availability": 0.121,
"demand_pressure": 0.386,
"entitlement_friction": 0.471,
"labor_shortage": 0.76,
"portfolio_tightness": 0.547,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-103410",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:12:00Z",
"trace_id": "8176839e-2c46-4697-8bbf-e20757206567"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.225,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.142,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.38,
"battery_mwh": 7.68,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 100,
"facility_id": "FAC-6085E1D940",
"grid_service_limit_mw": 23.24,
"gross_sqft": 1006234,
"infill_site": false,
"lease_expiry_months": 10,
"oc... | {
"capital_availability": 0.392,
"cluster_utilization_pct": 0.99,
"competitive_pressure_score": 0.692,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.081,
"nearby_nodes": 5,
"network_redundancy_score": 0.567,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 90.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.1,
"dock_utilization_pct": 84.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.846,
"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": 2.26,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.4,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 1.8,
"rent_growth_90d_pct": 3.58,
"tenant_expansion_probability": 0.348
} | {
"annualized_noi_impact_usd": -53544,
"annualized_revenue_impact_usd": -70408,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 595258,
"expansion_capture_probability_post_event": 0.233,
"lease_rate_change_pct": 0.8,
"occupancy_shift": 0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 45.46
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 36.97
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.527,
"capital_availability": 0.392,
"demand_pressure": 0.594,
"entitlement_friction": 0.081,
"labor_shortage": 0.831,
"portfolio_tightness": 0.458,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-103411",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:25:00Z",
"trace_id": "d266bcac-b766-477f-8540-439d7c68a25c"
} | {
"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": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.29,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.312,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.75,
"battery_mwh": 7.28,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 29,
"facility_id": "FAC-CD4957E703",
"grid_service_limit_mw": 13.75,
"gross_sqft": 298727,
"infill_site": true,
"lease_expiry_months": 49,
"occup... | {
"capital_availability": 0.568,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.406,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.22,
"nearby_nodes": 5,
"network_redundancy_score": 0.395,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 692943,... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 32.9,
"dock_utilization_pct": 83.4,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 79.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 9.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.692,
"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": 2.43,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.3,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 3.33,
"rent_growth_90d_pct": 4.83,
"tenant_expansion_probability": 0.59
} | {
"annualized_noi_impact_usd": 37932,
"annualized_revenue_impact_usd": 61431,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 641229,
"expansion_capture_probability_post_event": 0.547,
"lease_rate_change_pct": 2.93,
"occupancy_shift": 0.015,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.24
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.36
},
{
"action": "deplo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.219,
"capital_availability": 0.568,
"demand_pressure": 0.528,
"entitlement_friction": 0.22,
"labor_shortage": 0.679,
"portfolio_tightness": 0.471,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-103412",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:25:00Z",
"trace_id": "cab90bac-137e-4c1f-b5c7-848ea61b6c91"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"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": 0.09,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.307,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.56,
"battery_mwh": 8.27,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-890E7B6081",
"grid_service_limit_mw": 13.87,
"gross_sqft": 1213726,
"infill_site": true,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.336,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.494,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.71,
"nearby_nodes": 7,
"network_redundancy_score": 0.868,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1797072... | [
{
"appointment_fill_pct": 79.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 79.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"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": 1.7,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": -0.42,
"rent_growth_90d_pct": -0.25,
"tenant_expansion_probability": 0.247
} | {
"annualized_noi_impact_usd": -229542,
"annualized_revenue_impact_usd": -357826,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 30,
"estimated_capex_usd": 604092,
"expansion_capture_probability_post_event": 0.139,
"lease_rate_change_pct": -3.03,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.3
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 27.33
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.817,
"capital_availability": 0.336,
"demand_pressure": 0.323,
"entitlement_friction": 0.71,
"labor_shortage": 0.905,
"portfolio_tightness": 0.495,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-103413",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:41:00Z",
"trace_id": "2a4198f1-0aec-4628-8af7-e5043e0e654a"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.348,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.125,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.19,
"battery_mwh": 0.85,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-536DCB8F81",
"grid_service_limit_mw": 14.89,
"gross_sqft": 1185270,
"infill_site": false,
"lease_expiry_months": 50,... | {
"capital_availability": 0.11,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.742,
"cross_node_rebalancing_capacity_pct": 0.03,
"entitlement_friction": 0.378,
"nearby_nodes": 8,
"network_redundancy_score": 0.408,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.5,
"dock_utilization_pct": 85.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"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": 2.25,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 2.08,
"rent_growth_90d_pct": 3.47,
"tenant_expansion_probability": 0.601
} | {
"annualized_noi_impact_usd": 206824,
"annualized_revenue_impact_usd": 301954,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 473983,
"expansion_capture_probability_post_event": 0.523,
"lease_rate_change_pct": 2.49,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.75
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.88
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.382,
"capital_availability": 0.11,
"demand_pressure": 0.641,
"entitlement_friction": 0.378,
"labor_shortage": 0.806,
"portfolio_tightness": 0.483,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-103414",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:05:00Z",
"trace_id": "fc7351b4-63ee-4d15-8303-a54e287f73f0"
} | {
"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": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.139,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.164,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.56,
"battery_mwh": 8.9,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-987CB100F8",
"grid_service_limit_mw": 19.01,
"gross_sqft": 1299338,
"infill_site": false,
"lease_expiry_months": 39,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.356,
"cross_node_rebalancing_capacity_pct": 0.102,
"entitlement_friction": 0.336,
"nearby_nodes": 4,
"network_redundancy_score": 0.379,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 16426... | [
{
"appointment_fill_pct": 92,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.9,
"dock_utilization_pct": 88.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"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": 1.53,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.6,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 1.38,
"rent_growth_90d_pct": 3.3,
"tenant_expansion_probability": 0.283
} | {
"annualized_noi_impact_usd": 18221,
"annualized_revenue_impact_usd": 27610,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 358464,
"expansion_capture_probability_post_event": 0.207,
"lease_rate_change_pct": 0.87,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.41
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.36
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.767,
"capital_availability": 0,
"demand_pressure": 0.812,
"entitlement_friction": 0.336,
"labor_shortage": 0.6,
"portfolio_tightness": 0.35,
"power_... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-103415",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:33:00Z",
"trace_id": "c8cee681-c75d-4648-b037-07ac6ef6cd51"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "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": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.105,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.362,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.39,
"battery_mwh": 10.15,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 85,
"facility_id": "FAC-8DDE7C0566",
"grid_service_limit_mw": 17.49,
"gross_sqft": 857019,
"infill_site": true,
"lease_expiry_months": 12,
"occu... | {
"capital_availability": 0.262,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.352,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.247,
"nearby_nodes": 2,
"network_redundancy_score": 0.516,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 81.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.6,
"shift_fil... | {
"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": 1.98,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.5,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 1.03,
"rent_growth_90d_pct": 3.52,
"tenant_expansion_probability": 0.23
} | {
"annualized_noi_impact_usd": -122786,
"annualized_revenue_impact_usd": -185973,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 562035,
"expansion_capture_probability_post_event": 0.117,
"lease_rate_change_pct": 0.01,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.52
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 35.57
},
{
"action": "secure_pop_up_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.262,
"demand_pressure": 0.426,
"entitlement_friction": 0.247,
"labor_shortage": 0.663,
"portfolio_tightness": 0.441,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-103416",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:27:00Z",
"trace_id": "7b1903e9-2169-474e-b016-496b110487b7"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.088,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.36,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.41,
"battery_mwh": 6.83,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-9EEE62AE9F",
"grid_service_limit_mw": 7.04,
"gross_sqft": 1157152,
"infill_site": false,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.312,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.462,
"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.532,
"nearby_nodes": 4,
"network_redundancy_score": 0.699,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 78.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 68.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.35,
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.948,
"rent_growth_30d_pct": 0.57,
"rent_growth_90d_pct": 2.56,
"tenant_expansion_probability": 0.... | {
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"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 60,
"estimated_capex_usd": 614987,
"expansion_capture_probability_post_event": 0.106,
"lease_rate_change_pct": -1.37,
"occupancy_shift": -0.019,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.21
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.79
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.883,
"capital_availability": 0.312,
"demand_pressure": 0.241,
"entitlement_friction": 0.532,
"labor_shortage": 1,
"portfolio_tightness": 0.655,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-103417",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T16:50:00Z",
"trace_id": "dc2cfac9-f1b9-47b3-99fd-77e71b30ec76"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.257,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.156,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.4,
"battery_mwh": 7.14,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 150,
"facility_id": "FAC-08EE481EA9",
"grid_service_limit_mw": 19.71,
"gross_sqft": 1503345,
"infill_site": false,
"lease_expiry_months": 31,
"oc... | {
"capital_availability": 0.64,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.73,
"cross_node_rebalancing_capacity_pct": 0.127,
"entitlement_friction": 0.567,
"nearby_nodes": 3,
"network_redundancy_score": 0.551,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.1,
"dock_utilization_pct": 87.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.701,
"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": 2.02,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.9,
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"rent_growth_30d_pct": 3.79,
"rent_growth_90d_pct": 5.55,
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} | {
"annualized_noi_impact_usd": 301641,
"annualized_revenue_impact_usd": 388153,
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"estimated_capex_usd": 604361,
"expansion_capture_probability_post_event": 0.526,
"lease_rate_change_pct": 3.22,
"occupancy_shift": 0.035,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.89
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.81
},
{
"action": "delay_spec_development",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.502,
"capital_availability": 0.64,
"demand_pressure": 0.711,
"entitlement_friction": 0.567,
"labor_shortage": 0.663,
"portfolio_tightness": 0.515,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-103418",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:33:00Z",
"trace_id": "4f2be335-5cd7-47ba-a9fa-8cfc92f9abc5"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.278,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.17,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.81,
"battery_mwh": 2.66,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-FF6001749D",
"grid_service_limit_mw": 7.47,
"gross_sqft": 866491,
"infill_site": false,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.567,
"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.786,
"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.559,
"nearby_nodes": 2,
"network_redundancy_score": 0.778,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 77.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 82.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 68.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.51,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.3,
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"rent_growth_30d_pct": 1.78,
"rent_growth_90d_pct": 2.23,
"tenant_expansion_probability": 0.478
} | {
"annualized_noi_impact_usd": -36434,
"annualized_revenue_impact_usd": -52235,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.353,
"lease_rate_change_pct": -0.13,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.16
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.12
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.56,
"capital_availability": 0.567,
"demand_pressure": 0.412,
"entitlement_friction": 0.559,
"labor_shortage": 1,
"portfolio_tightness": 0.646,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-103419",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:03:00Z",
"trace_id": "6af22917-18fe-473a-bacf-9183275a36d2"
} | {
"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": 7.6,
"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": 0.127,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.443,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.61,
"battery_mwh": 0.91,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-5AE5B27E86",
"grid_service_limit_mw": 14.53,
"gross_sqft": 1144396,
"infill_site": true,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.566,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.468,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.676,
"nearby_nodes": 2,
"network_redundancy_score": 0.754,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6... | [
{
"appointment_fill_pct": 78.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.7,
"dock_utilization_pct": 82.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.737,
"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": 1.63,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.9,
"occupancy_90d": 0.879,
"rent_growth_30d_pct": 0.31,
"rent_growth_90d_pct": 1.21,
"tenant_expansion_probability": 0.324
} | {
"annualized_noi_impact_usd": -162773,
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"estimated_capex_usd": 513020,
"expansion_capture_probability_post_event": 0.24,
"lease_rate_change_pct": -0.91,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.04
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.13
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.46,
"capital_availability": 0.566,
"demand_pressure": 0.475,
"entitlement_friction": 0.676,
"labor_shortage": 0.63,
"portfolio_tightness": 0.423,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-103420",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:10:00Z",
"trace_id": "c2b7b3ba-644f-4df4-b466-5e2a4fe83b9f"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"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": 0.336,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.429,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.43,
"battery_mwh": 10.08,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-24F55E2119",
"grid_service_limit_mw": 22.87,
"gross_sqft": 883258,
"infill_site": false,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.621,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.492,
"cross_node_rebalancing_capacity_pct": 0.16,
"entitlement_friction": 0.715,
"nearby_nodes": 3,
"network_redundancy_score": 0.686,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 93.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 54.6,
"dock_utilization_pct": 90.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.14,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.3,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 2.72,
"rent_growth_90d_pct": 2.61,
"tenant_expansion_probability": 0.574
} | {
"annualized_noi_impact_usd": 63411,
"annualized_revenue_impact_usd": 107912,
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"decision_horizon_days": 60,
"estimated_capex_usd": 475760,
"expansion_capture_probability_post_event": 0.477,
"lease_rate_change_pct": 1.26,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.62
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.7
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.621,
"demand_pressure": 0.899,
"entitlement_friction": 0.715,
"labor_shortage": 0.818,
"portfolio_tightness": 0.441,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.743,
"id": "FORGE-103421",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:34:00Z",
"trace_id": "25c58f16-e88b-46e9-bd0e-f85cc6d59b34"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.9,
"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": 0.374,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.279,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.79,
"battery_mwh": 12.49,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-7B6F3EF2A4",
"grid_service_limit_mw": 17.38,
"gross_sqft": 1148085,
"infill_site": false,
"lease_expiry_months": 40,
"... | {
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"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.561,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.576,
"nearby_nodes": 7,
"network_redundancy_score": 0.855,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 969443... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 88.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 67.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.07,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.25,
"rent_growth_90d_pct": 5.11,
"tenant_expansion_probability": 0.638
} | {
"annualized_noi_impact_usd": 233002,
"annualized_revenue_impact_usd": 333774,
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"expansion_capture_probability_post_event": 0.587,
"lease_rate_change_pct": 3.74,
"occupancy_shift": 0.03,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.55
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 30.42
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.232,
"demand_pressure": 0.82,
"entitlement_friction": 0.576,
"labor_shortage": 0.491,
"portfolio_tightness": 0.389,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-103422",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:56:00Z",
"trace_id": "7fd5f3ba-7756-4a74-bad7-bb557658e23d"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"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": 0.21,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.27,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.69,
"battery_mwh": 1.53,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-282DD04507",
"grid_service_limit_mw": 26.87,
"gross_sqft": 791052,
"infill_site": true,
"lease_expiry_months": 58,
"occu... | {
"capital_availability": 0.308,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.492,
"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.629,
"nearby_nodes": 5,
"network_redundancy_score": 0.853,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.8,
"dock_utilization_pct": 82.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 69.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"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": 2.08,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 0.87,
"rent_growth_90d_pct": 1.18,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -91664,
"annualized_revenue_impact_usd": -146011,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 689726,
"expansion_capture_probability_post_event": 0.251,
"lease_rate_change_pct": -0.89,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.06
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.86
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.564,
"capital_availability": 0.308,
"demand_pressure": 0.471,
"entitlement_friction": 0.629,
"labor_shortage": 0.624,
"portfolio_tightness": 0.507,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.874,
"id": "FORGE-103423",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:57:00Z",
"trace_id": "7697af0f-2587-48b7-8ac0-223a5f02a20e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.413,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.354,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.31,
"battery_mwh": 9.98,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-546E459BBE",
"grid_service_limit_mw": 15.51,
"gross_sqft": 471187,
"infill_site": true,
"lease_expiry_months": 56,
"occu... | {
"capital_availability": 0.496,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.516,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.145,
"nearby_nodes": 8,
"network_redundancy_score": 0.787,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53,
"dock_utilization_pct": 86.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.9,
"shift_fill_... | {
"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": 1.88,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.3,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 2.83,
"rent_growth_90d_pct": 4.76,
"tenant_expansion_probability": 0.639
} | {
"annualized_noi_impact_usd": 26017,
"annualized_revenue_impact_usd": 40997,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 90,
"estimated_capex_usd": 588825,
"expansion_capture_probability_post_event": 0.549,
"lease_rate_change_pct": 3.62,
"occupancy_shift": 0.005,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.37
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.63
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.633,
"capital_availability": 0.496,
"demand_pressure": 0.694,
"entitlement_friction": 0.145,
"labor_shortage": 0.927,
"portfolio_tightness": 0.552,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-103424",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:44:00Z",
"trace_id": "5dd01e1d-8181-4f69-8062-da853764adec"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"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": -0.025,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.289,
"seasonality": 0.82,
"service_level_ta... | {
"automation_penetration": 0.6,
"battery_mwh": 1.83,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-5BDE16A5A7",
"grid_service_limit_mw": 26.18,
"gross_sqft": 752344,
"infill_site": false,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.532,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.466,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.453,
"nearby_nodes": 5,
"network_redundancy_score": 0.408,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 80.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"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": 2.06,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.4,
"occupancy_90d": 0.876,
"rent_growth_30d_pct": 0.66,
"rent_growth_90d_pct": -0.35,
"tenant_expansion_probability": 0.159
} | {
"annualized_noi_impact_usd": -156129,
"annualized_revenue_impact_usd": -209324,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 90,
"estimated_capex_usd": 456756,
"expansion_capture_probability_post_event": 0.069,
"lease_rate_change_pct": -3.32,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.41
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.84
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.759,
"capital_availability": 0.532,
"demand_pressure": 0.379,
"entitlement_friction": 0.453,
"labor_shortage": 0.754,
"portfolio_tightness": 0.547,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-103425",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:48:00Z",
"trace_id": "f4032a3d-6f6d-4ba6-9f5b-fc3887de7256"
} | {
"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": "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": 0.347,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.418,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.37,
"battery_mwh": 1.87,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-5279B6E225",
"grid_service_limit_mw": 10.47,
"gross_sqft": 738435,
"infill_site": true,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.045,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.298,
"cross_node_rebalancing_capacity_pct": 0.095,
"entitlement_friction": 0.757,
"nearby_nodes": 8,
"network_redundancy_score": 0.342,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.8,
"dock_utilization_pct": 84.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"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_press... | {
"build_vs_buy_score": 2.27,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.1,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 1.33,
"rent_growth_90d_pct": 0.02,
"tenant_expansion_probability": 0.556
} | {
"annualized_noi_impact_usd": -51675,
"annualized_revenue_impact_usd": -80432,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 544665,
"expansion_capture_probability_post_event": 0.445,
"lease_rate_change_pct": -0.87,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.37
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.56
},
{
"action": "activate_tem... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.789,
"capital_availability": 0.045,
"demand_pressure": 0.565,
"entitlement_friction": 0.757,
"labor_shortage": 0.881,
"portfolio_tightness": 0.565,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-103426",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:53:00Z",
"trace_id": "72db2127-b139-4ebf-9be1-1f79b484f7dd"
} | {
"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": 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": 0.383,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.464,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.65,
"battery_mwh": 10.21,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-52D6C33521",
"grid_service_limit_mw": 12.33,
"gross_sqft": 965236,
"infill_site": false,
"lease_expiry_months": 22,
"oc... | {
"capital_availability": 0.324,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.325,
"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.688,
"nearby_nodes": 2,
"network_redundancy_score": 0.722,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 94.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 54,
"dock_utilization_pct": 90.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.847,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.54,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.9,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 2.88,
"rent_growth_90d_pct": 1.53,
"tenant_expansion_probability": 0.582
} | {
"annualized_noi_impact_usd": 28219,
"annualized_revenue_impact_usd": 39381,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 535258,
"expansion_capture_probability_post_event": 0.477,
"lease_rate_change_pct": 0.69,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.63
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.92
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.894,
"capital_availability": 0.324,
"demand_pressure": 0.903,
"entitlement_friction": 0.688,
"labor_shortage": 0.777,
"portfolio_tightness": 0.555,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.884,
"id": "FORGE-103427",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:23:00Z",
"trace_id": "07c4f8d0-d16c-4cdf-b803-aa976279de74"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.052,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.395,
"seasonality": 0.82,
"service_level_ta... | {
"automation_penetration": 0.81,
"battery_mwh": 11.8,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-14F3960234",
"grid_service_limit_mw": 9.94,
"gross_sqft": 873736,
"infill_site": true,
"lease_expiry_months": 26,
"occup... | {
"capital_availability": 0.17,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.371,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.813,
"nearby_nodes": 5,
"network_redundancy_score": 0.575,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1258... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 54.9,
"dock_utilization_pct": 87.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.83,
"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": 2.6,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.2,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 3.65,
"rent_growth_90d_pct": 2.28,
"tenant_expansion_probability": 0.287
} | {
"annualized_noi_impact_usd": -170806,
"annualized_revenue_impact_usd": -223801,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 514846,
"expansion_capture_probability_post_event": 0.171,
"lease_rate_change_pct": -1.77,
"occupancy_shift": 0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.09
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.8
},
{
"action": "rebalance_carrier_mix",
"reason": "t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.319,
"capital_availability": 0.17,
"demand_pressure": 0.691,
"entitlement_friction": 0.813,
"labor_shortage": 0.992,
"portfolio_tightness": 0.702,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.734,
"id": "FORGE-103428",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:29:00Z",
"trace_id": "df22fb98-d1e0-4f76-aca4-27b88ac76664"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 6.5,
"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": 0.035,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.193,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.41,
"battery_mwh": 2.42,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-3C4AF6913A",
"grid_service_limit_mw": 20.46,
"gross_sqft": 1291791,
"infill_site": false,
"lease_expiry_months": 27,
"o... | {
"capital_availability": 0.473,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.439,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.649,
"nearby_nodes": 2,
"network_redundancy_score": 0.56,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 28665,
... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 25,
"dock_utilization_pct": 79.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 13.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.624,
"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": 2.23,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.9,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 1.03,
"rent_growth_90d_pct": 1.34,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -47335,
"annualized_revenue_impact_usd": -67545,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 437406,
"expansion_capture_probability_post_event": 0.27,
"lease_rate_change_pct": -1.33,
"occupancy_shift": 0.016,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 25.3
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 25.13
},
{
"action": "secure_pop_up_capacity",
"reason": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.168,
"capital_availability": 0.473,
"demand_pressure": 0.343,
"entitlement_friction": 0.649,
"labor_shortage": 0.453,
"portfolio_tightness": 0.354,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.735,
"id": "FORGE-103429",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T14:36:00Z",
"trace_id": "9dbde908-4bd2-4f74-b968-2e0fecefbaaf"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.1,
"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": 0.348,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.111,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.44,
"battery_mwh": 1.95,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 107,
"facility_id": "FAC-ABEC495BF0",
"grid_service_limit_mw": 10.35,
"gross_sqft": 1071155,
"infill_site": true,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.298,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.371,
"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.176,
"nearby_nodes": 3,
"network_redundancy_score": 0.341,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 75.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 28.6,
"dock_utilization_pct": 82.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 79.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.668,
"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": 1.98,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.9,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 1.94,
"rent_growth_90d_pct": 0.91,
"tenant_expansion_probability": 0.607
} | {
"annualized_noi_impact_usd": 165597,
"annualized_revenue_impact_usd": 234359,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 565922,
"expansion_capture_probability_post_event": 0.577,
"lease_rate_change_pct": 0.97,
"occupancy_shift": 0.024,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.73
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 24.57
},
{
"action": "deploy_peak_shaving... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.49,
"capital_availability": 0.298,
"demand_pressure": 0.511,
"entitlement_friction": 0.176,
"labor_shortage": 0.41,
"portfolio_tightness": 0.348,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-103430",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T15:52:00Z",
"trace_id": "b5326b9a-6963-4742-b4ed-50fc19017d3c"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.275,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.35,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.44,
"battery_mwh": 5.21,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 57,
"facility_id": "FAC-6AFD67047D",
"grid_service_limit_mw": 9.77,
"gross_sqft": 575810,
"infill_site": true,
"lease_expiry_months": 28,
"occupa... | {
"capital_availability": 0.436,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.535,
"cross_node_rebalancing_capacity_pct": 0.114,
"entitlement_friction": 0.5,
"nearby_nodes": 2,
"network_redundancy_score": 0.498,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1125... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.3,
"dock_utilization_pct": 85.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.5,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.7,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": 2.95,
"rent_growth_90d_pct": 2.31,
"tenant_expansion_probability": 0.466
} | {
"annualized_noi_impact_usd": -26349,
"annualized_revenue_impact_usd": -40200,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 522790,
"expansion_capture_probability_post_event": 0.351,
"lease_rate_change_pct": 0.27,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.13
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.72
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.688,
"capital_availability": 0.436,
"demand_pressure": 0.599,
"entitlement_friction": 0.5,
"labor_shortage": 0.775,
"portfolio_tightness": 0.689,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-103431",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:19:00Z",
"trace_id": "7e569505-c228-4390-b6f2-21d530d63c20"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.284,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.417,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.32,
"battery_mwh": 4.4,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 128,
"facility_id": "FAC-5C1AB4238D",
"grid_service_limit_mw": 11.52,
"gross_sqft": 1282024,
"infill_site": false,
"lease_expiry_months": 38,
"occ... | {
"capital_availability": 0.934,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.301,
"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.464,
"nearby_nodes": 4,
"network_redundancy_score": 0.759,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 90.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.7,
"dock_utilization_pct": 83.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 81,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 15.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.745,
"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": 2.97,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 4.13,
"rent_growth_90d_pct": 5.87,
"tenant_expansion_probability": 0.574
} | {
"annualized_noi_impact_usd": 258552,
"annualized_revenue_impact_usd": 376408,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 729385,
"expansion_capture_probability_post_event": 0.494,
"lease_rate_change_pct": 2.75,
"occupancy_shift": 0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 44.64
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.19
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.201,
"capital_availability": 0.934,
"demand_pressure": 0.509,
"entitlement_friction": 0.464,
"labor_shortage": 0.834,
"portfolio_tightness": 0.616,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-103432",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:09:00Z",
"trace_id": "ce2b32f3-287d-4ea4-a2a5-ddf3bb9de5e3"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": -0.014,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.387,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.2,
"battery_mwh": 3.81,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 76,
"facility_id": "FAC-7047CDB4B5",
"grid_service_limit_mw": 12.82,
"gross_sqft": 767983,
"infill_site": true,
"lease_expiry_months": 12,
"occupa... | {
"capital_availability": 0.315,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.381,
"cross_node_rebalancing_capacity_pct": 0.134,
"entitlement_friction": 0.115,
"nearby_nodes": 7,
"network_redundancy_score": 0.625,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 335989... | [
{
"appointment_fill_pct": 73.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 25.5,
"dock_utilization_pct": 78.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 80.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 19.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.668,
"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": 2.39,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 88.1,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 0.97,
"tenant_expansion_probability": 0.213
} | {
"annualized_noi_impact_usd": -114918,
"annualized_revenue_impact_usd": -154494,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 685350,
"expansion_capture_probability_post_event": 0.167,
"lease_rate_change_pct": -2.12,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.89
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 26.47
},
{
"action": "escalate_utility_interconne... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.366,
"capital_availability": 0.315,
"demand_pressure": 0.258,
"entitlement_friction": 0.115,
"labor_shortage": 0.482,
"portfolio_tightness": 0.482,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-103433",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T15:10:00Z",
"trace_id": "10babcbd-5d81-4fff-b58a-9468568a6342"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.004,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.223,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.35,
"battery_mwh": 4.43,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 139,
"facility_id": "FAC-870C41A0E5",
"grid_service_limit_mw": 20.07,
"gross_sqft": 1396561,
"infill_site": false,
"lease_expiry_months": 16,
"o... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.647,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.638,
"nearby_nodes": 3,
"network_redundancy_score": 0.702,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 509795,
... | [
{
"appointment_fill_pct": 82.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32.3,
"dock_utilization_pct": 76.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 63.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.623,
"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": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.9,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 0.26,
"rent_growth_90d_pct": 2.65,
"tenant_expansion_probability": 0.25
... | {
"annualized_noi_impact_usd": -111983,
"annualized_revenue_impact_usd": -173450,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 568616,
"expansion_capture_probability_post_event": 0.201,
"lease_rate_change_pct": -1.13,
"occupancy_shift": 0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.8
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 27.94
},
{
"action": "rebalance_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.607,
"capital_availability": 0.2,
"demand_pressure": 0.179,
"entitlement_friction": 0.638,
"labor_shortage": 0.751,
"portfolio_tightness": 0.435,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-103434",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:21:00Z",
"trace_id": "6fc8c389-6333-44a4-bba9-6223da91219e"
} | {
"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": 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": 0.256,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.155,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.64,
"battery_mwh": 8.39,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 126,
"facility_id": "FAC-5DEAAAB947",
"grid_service_limit_mw": 18.99,
"gross_sqft": 1261776,
"infill_site": true,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.12,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.291,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.228,
"nearby_nodes": 7,
"network_redundancy_score": 0.531,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 96... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 84.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.848,
"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": 1.67,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.5,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 1.38,
"rent_growth_90d_pct": 1.8,
"tenant_expansion_probability": 0.371
} | {
"annualized_noi_impact_usd": -139766,
"annualized_revenue_impact_usd": -196925,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 687302,
"expansion_capture_probability_post_event": 0.256,
"lease_rate_change_pct": -0.22,
"occupancy_shift": 0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.13
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.76
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.711,
"capital_availability": 0.12,
"demand_pressure": 0.607,
"entitlement_friction": 0.228,
"labor_shortage": 0.744,
"portfolio_tightness": 0.452,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-103435",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:03:00Z",
"trace_id": "2dc4b0d4-66bb-4eed-b9ac-308b0229e945"
} | {
"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": "labor_constraint",
"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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.01,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.492,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.61,
"battery_mwh": 6.33,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-3313413C2A",
"grid_service_limit_mw": 9.05,
"gross_sqft": 442559,
"infill_site": false,
"lease_expiry_months": 14,
"occu... | {
"capital_availability": 0.055,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.64,
"cross_node_rebalancing_capacity_pct": 0.059,
"entitlement_friction": 0.829,
"nearby_nodes": 7,
"network_redundancy_score": 0.359,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 169... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.2,
"dock_utilization_pct": 85.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 2.3,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.1,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 2.01,
"rent_growth_90d_pct": 4.31,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -81984,
"annualized_revenue_impact_usd": -112933,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 555413,
"expansion_capture_probability_post_event": 0.103,
"lease_rate_change_pct": -0.34,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.85
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.44
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.771,
"capital_availability": 0.055,
"demand_pressure": 0.598,
"entitlement_friction": 0.829,
"labor_shortage": 0.985,
"portfolio_tightness": 0.636,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-103436",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:14:00Z",
"trace_id": "af2bb848-5527-4dc3-90a6-e9415c311e64"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "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": 0.467,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.67,
"battery_mwh": 11.48,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-5E44E52552",
"grid_service_limit_mw": 17.53,
"gross_sqft": 728553,
"infill_site": true,
"lease_expiry_months": 48,
"occ... | {
"capital_availability": 0.157,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.763,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.242,
"nearby_nodes": 6,
"network_redundancy_score": 0.422,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 574240... | [
{
"appointment_fill_pct": 71.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.5,
"dock_utilization_pct": 77.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.1,
"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": "very_high",
"forecas... | {
"build_vs_buy_score": 2.04,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.1,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": -0.24,
"rent_growth_90d_pct": 0.57,
"tenant_expansion_probability": 0.127
... | {
"annualized_noi_impact_usd": -145829,
"annualized_revenue_impact_usd": -225653,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 487725,
"expansion_capture_probability_post_event": 0.03,
"lease_rate_change_pct": -2.67,
"occupancy_shift": -0.024,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.29
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.18
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.407,
"capital_availability": 0.157,
"demand_pressure": 0.24,
"entitlement_friction": 0.242,
"labor_shortage": 0.684,
"portfolio_tightness": 0.427,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-103437",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:21:00Z",
"trace_id": "42d6c804-fcf8-4092-9a34-9c3cf2b19bde"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.046,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.498,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.41,
"battery_mwh": 0.34,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-7DB3BAD155",
"grid_service_limit_mw": 18.04,
"gross_sqft": 925213,
"infill_site": true,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.601,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.759,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.499,
"nearby_nodes": 4,
"network_redundancy_score": 0.435,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 80.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"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": 1.81,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.5,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 0.93,
"rent_growth_90d_pct": 2.46,
"tenant_expansion_probability": 0.202
} | {
"annualized_noi_impact_usd": -200489,
"annualized_revenue_impact_usd": -268009,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 572089,
"expansion_capture_probability_post_event": 0.087,
"lease_rate_change_pct": -1.47,
"occupancy_shift": -0.021,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.96
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.37
},
{
"action": "escal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.569,
"capital_availability": 0.601,
"demand_pressure": 0.337,
"entitlement_friction": 0.499,
"labor_shortage": 0.882,
"portfolio_tightness": 0.579,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-103438",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:30:00Z",
"trace_id": "0bd6a22c-df2b-4258-9503-5a079306f411"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "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": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.015,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.13,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.57,
"battery_mwh": 11.61,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-C3C9F24712",
"grid_service_limit_mw": 17.31,
"gross_sqft": 1249401,
"infill_site": false,
"lease_expiry_months": 25,
"... | {
"capital_availability": 0.377,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.59,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.17,
"nearby_nodes": 7,
"network_redundancy_score": 0.447,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 79,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 81.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"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": 1.75,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.1,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 0.74,
"rent_growth_90d_pct": 1.85,
"tenant_expansion_probability": 0.188
} | {
"annualized_noi_impact_usd": -179944,
"annualized_revenue_impact_usd": -268117,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 30,
"estimated_capex_usd": 543967,
"expansion_capture_probability_post_event": 0.108,
"lease_rate_change_pct": -1.52,
"occupancy_shift": 0.007,
"service_penalty_ri... | {
"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": 30.75
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.779,
"capital_availability": 0.377,
"demand_pressure": 0.413,
"entitlement_friction": 0.17,
"labor_shortage": 1,
"portfolio_tightness": 0.496,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-103439",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:18:00Z",
"trace_id": "24587559-02c9-4945-ba92-ffcfd32fc2ad"
} | {
"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": "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": 0.028,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.272,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.36,
"battery_mwh": 7.53,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-6E98A3DF2F",
"grid_service_limit_mw": 12.56,
"gross_sqft": 160000,
"infill_site": false,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.099,
"cluster_utilization_pct": 0.906,
"competitive_pressure_score": 0.553,
"cross_node_rebalancing_capacity_pct": 0.168,
"entitlement_friction": 0.852,
"nearby_nodes": 4,
"network_redundancy_score": 0.62,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 88.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.8,
"dock_utilization_pct": 81.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 67.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.46,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.4,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 1.49,
"rent_growth_90d_pct": 1.97,
"tenant_expansion_probability": 0.203
} | {
"annualized_noi_impact_usd": -51483,
"annualized_revenue_impact_usd": -88134,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 705239,
"expansion_capture_probability_post_event": 0.077,
"lease_rate_change_pct": -2.18,
"occupancy_shift": -0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 34.83
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.49
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.099,
"demand_pressure": 0.368,
"entitlement_friction": 0.852,
"labor_shortage": 0.812,
"portfolio_tightness": 0.674,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-103440",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:24:00Z",
"trace_id": "68cce2fa-3460-425f-b0e8-f04e901b64ee"
} | {
"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": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.263,
"seasonality": 0.74,
"service_level... | {
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"battery_mwh": 0.83,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-E9D7BFC959",
"grid_service_limit_mw": 10.85,
"gross_sqft": 583895,
"infill_site": false,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.241,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.543,
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"entitlement_friction": 0.758,
"nearby_nodes": 2,
"network_redundancy_score": 0.76,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 121... | [
{
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"dock_utilization_pct": 86.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.8,
"shift_fill_r... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
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"rent_growth_30d_pct": 3.81,
"rent_growth_90d_pct": 4.54,
"tenant_expansion_probability": 0.744
} | {
"annualized_noi_impact_usd": 317819,
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"expansion_capture_probability_post_event": 0.706,
"lease_rate_change_pct": 3.67,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.8
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.08
},
{
"action": "raise_priority... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"demand_pressure": 0.687,
"entitlement_friction": 0.758,
"labor_shortage": 0.591,
"portfolio_tightness": 0.57,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-103441",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:44:00Z",
"trace_id": "5fe6a46a-82a8-4807-9170-a9784add9edd"
} | {
"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",
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{
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"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
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"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": "500m_1b",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.157,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 8.58,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-062E2727BF",
"grid_service_limit_mw": 11.42,
"gross_sqft": 892143,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.723,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.712,
"cross_node_rebalancing_capacity_pct": 0.199,
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"nearby_nodes": 6,
"network_redundancy_score": 0.541,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 86... | [
{
"appointment_fill_pct": 82.7,
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"dock_utilization_pct": 88.1,
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"power_load_pct_of_service_limit": 46.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fi... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.77,
"rent_growth_90d_pct": 4.94,
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} | {
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"annualized_revenue_impact_usd": 319031,
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"expansion_capture_probability_post_event": 0.537,
"lease_rate_change_pct": 3.2,
"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
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{
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"score": 42.09
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.3
},
{
"action": "rebalance_carrie... | {
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"demand_pressure": 0.736,
"entitlement_friction": 0.419,
"labor_shortage": 0.916,
"portfolio_tightness": 0.618,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-103442",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:55:00Z",
"trace_id": "6cf9e71a-c6fc-4b0b-a2e9-76761c85acbd"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
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"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"
}
} | {
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"industry": "3pl",
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"retention_priority": "high",
"risk_of_churn": 0.215,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.77,
"battery_mwh": 9.53,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-1D63E303BA",
"grid_service_limit_mw": 20.62,
"gross_sqft": 1046844,
"infill_site": true,
"lease_expiry_months": 8,
"occ... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.634,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 83.9,
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"power_load_pct_of_service_limit": 42,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.3,
"rent_growth_90d_pct": -0.27,
"tenant_expansion_probability": 0.527
} | {
"annualized_noi_impact_usd": 52208,
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"expansion_capture_probability_post_event": 0.441,
"lease_rate_change_pct": -0.47,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.64
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.26
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.884,
"capital_availability": 0.174,
"demand_pressure": 0.559,
"entitlement_friction": 0.708,
"labor_shortage": 0.636,
"portfolio_tightness": 0.448,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-103443",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:56:00Z",
"trace_id": "7230a379-c835-4635-a5a6-1a261cd65063"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.174,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.227,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.67,
"battery_mwh": 6.19,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-DD2CA5B7D4",
"grid_service_limit_mw": 17.27,
"gross_sqft": 800394,
"infill_site": false,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.689,
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"cross_node_rebalancing_capacity_pct": 0.13,
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"nearby_nodes": 2,
"network_redundancy_score": 0.73,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 82.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 36,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.87,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.891,
"rent_growth_30d_pct": 1.03,
"rent_growth_90d_pct": -0.25,
"tenant_expansion_probability": 0.40... | {
"annualized_noi_impact_usd": -16549,
"annualized_revenue_impact_usd": -22567,
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"expansion_capture_probability_post_event": 0.328,
"lease_rate_change_pct": -1.75,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.92
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.03
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.428,
"capital_availability": 0.689,
"demand_pressure": 0.488,
"entitlement_friction": 0.252,
"labor_shortage": 1,
"portfolio_tightness": 0.436,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-103444",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:10:00Z",
"trace_id": "5a7272b8-7561-4bec-ac4c-481876958312"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"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": 8.4,
"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": 0.185,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.081,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.65,
"battery_mwh": 0.67,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-F188A13398",
"grid_service_limit_mw": 16.99,
"gross_sqft": 742933,
"infill_site": false,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.081,
"cluster_utilization_pct": 0.928,
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"cross_node_rebalancing_capacity_pct": 0.058,
"entitlement_friction": 0.325,
"nearby_nodes": 8,
"network_redundancy_score": 0.353,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.2,
"dock_utilization_pct": 86.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 47.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_rat... | {
"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": 1.85,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.9,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 2.46,
"rent_growth_90d_pct": 1.29,
"tenant_expansion_probability": 0.395
} | {
"annualized_noi_impact_usd": 5537,
"annualized_revenue_impact_usd": 8462,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 576189,
"expansion_capture_probability_post_event": 0.308,
"lease_rate_change_pct": -0.67,
"occupancy_shift": 0.018,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.32
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.99
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.571,
"capital_availability": 0.081,
"demand_pressure": 0.647,
"entitlement_friction": 0.325,
"labor_shortage": 0.849,
"portfolio_tightness": 0.552,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-103445",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:14:00Z",
"trace_id": "f6d2276a-c9b8-462d-8ed0-13797df29e41"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.119,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.174,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.59,
"battery_mwh": 4.5,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-563F831A2F",
"grid_service_limit_mw": 17.62,
"gross_sqft": 654296,
"infill_site": false,
"lease_expiry_months": 17,
"occu... | {
"capital_availability": 0.272,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.374,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.343,
"nearby_nodes": 8,
"network_redundancy_score": 0.772,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 77.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.8,
"dock_utilization_pct": 82.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 46.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"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": 2.13,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.3,
"occupancy_90d": 0.888,
"rent_growth_30d_pct": 0.71,
"rent_growth_90d_pct": 1.32,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -47693,
"annualized_revenue_impact_usd": -63827,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 519712,
"expansion_capture_probability_post_event": 0.223,
"lease_rate_change_pct": -0.84,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.72
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.68
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.562,
"capital_availability": 0.272,
"demand_pressure": 0.479,
"entitlement_friction": 0.343,
"labor_shortage": 0.705,
"portfolio_tightness": 0.44,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-103446",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:32:00Z",
"trace_id": "bda68879-6987-4929-a992-557c86120e9f"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.04,
"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": 0.48,
"battery_mwh": 7.21,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-675924BC9F",
"grid_service_limit_mw": 18.27,
"gross_sqft": 1345095,
"infill_site": true,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.714,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.528,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.364,
"nearby_nodes": 8,
"network_redundancy_score": 0.753,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 73... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 79.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"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": 1.74,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.4,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": -0.62,
"rent_growth_90d_pct": -1.35,
"tenant_expansion_probability": 0.181
} | {
"annualized_noi_impact_usd": -285261,
"annualized_revenue_impact_usd": -470569,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 522086,
"expansion_capture_probability_post_event": 0.082,
"lease_rate_change_pct": -3.99,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.43
},
{
"action": "rebalance_carrier_m... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.316,
"capital_availability": 0.714,
"demand_pressure": 0.347,
"entitlement_friction": 0.364,
"labor_shortage": 0.852,
"portfolio_tightness": 0.316,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-103447",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T18:24:00Z",
"trace_id": "ab3b475c-424e-4653-926a-0e380b6497ec"
} | {
"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": 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": false,
"growth_rate": 0.216,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.34,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.52,
"battery_mwh": 1.67,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-EA266D0121",
"grid_service_limit_mw": 9.51,
"gross_sqft": 1328087,
"infill_site": false,
"lease_expiry_months": 45,
"oc... | {
"capital_availability": 0.275,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.52,
"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.844,
"nearby_nodes": 3,
"network_redundancy_score": 0.346,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 78.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 84.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 68.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"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": 2.49,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.5,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 2.43,
"rent_growth_90d_pct": 3.81,
"tenant_expansion_probability": 0.421
} | {
"annualized_noi_impact_usd": -99852,
"annualized_revenue_impact_usd": -131034,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 576179,
"expansion_capture_probability_post_event": 0.289,
"lease_rate_change_pct": 0.48,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.71
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 31.6
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.5,
"capital_availability": 0.275,
"demand_pressure": 0.517,
"entitlement_friction": 0.844,
"labor_shortage": 0.895,
"portfolio_tightness": 0.695,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-103448",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:19:00Z",
"trace_id": "deaa7c45-b0c0-49f9-889b-bd2dee449073"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.261,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.378,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.36,
"battery_mwh": 1.42,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 66,
"facility_id": "FAC-DFC0ED6012",
"grid_service_limit_mw": 13.69,
"gross_sqft": 668958,
"infill_site": false,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.716,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.8,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.186,
"nearby_nodes": 4,
"network_redundancy_score": 0.569,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 28.2,
"dock_utilization_pct": 82.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 91.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.691,
"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": 2.16,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 3.27,
"rent_growth_90d_pct": 5.19,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 40558,
"annualized_revenue_impact_usd": 66200,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 630167,
"expansion_capture_probability_post_event": 0.457,
"lease_rate_change_pct": 2.95,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 61.49
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 52.87
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.585,
"capital_availability": 0.716,
"demand_pressure": 0.434,
"entitlement_friction": 0.186,
"labor_shortage": 0.494,
"portfolio_tightness": 0.58,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-103449",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:03:00Z",
"trace_id": "b95f62e1-6fd3-4f34-b8f8-ef490d3fc64f"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.403,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.373,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.47,
"battery_mwh": 8.79,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 138,
"facility_id": "FAC-E896FAF6A0",
"grid_service_limit_mw": 17.28,
"gross_sqft": 1380165,
"infill_site": false,
"lease_expiry_months": 63,
"o... | {
"capital_availability": 0.634,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.251,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.172,
"nearby_nodes": 3,
"network_redundancy_score": 0.739,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 87.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 48.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.5,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.73,
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"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 4.76,
"rent_growth_90d_pct": 4.15,
"tenant_expansion_probability": 0.752
} | {
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"estimated_capex_usd": 557401,
"expansion_capture_probability_post_event": 0.726,
"lease_rate_change_pct": 3.73,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
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"score": 38.59
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.72
},
{
"action": "secur... | {
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"demand_pressure": 0.766,
"entitlement_friction": 0.172,
"labor_shortage": 0.598,
"portfolio_tightness": 0.469,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-103450",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:03:00Z",
"trace_id": "5b683963-c2d8-415a-b964-117893256b4b"
} | {
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"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"
}
} | {
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"retention_priority": "strategic",
"risk_of_churn": 0.268,
"seasonality": 0.61,
"service_level_target": ... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 10.58,
"gross_sqft": 654147,
"infill_site": true,
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... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.491,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 43.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.8,
"shift_fill_rate_... | {
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"confidence_band": "high",
"forecast_pressure... | {
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"rent_growth_30d_pct": 1.9,
"rent_growth_90d_pct": 3.12,
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} | {
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"lease_rate_change_pct": -0.66,
"occupancy_shift": -0.001,
"service_penalty_r... | {
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{
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"score": 38.73
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.91
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
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"demand_pressure": 0.423,
"entitlement_friction": 0.243,
"labor_shortage": 0.902,
"portfolio_tightness": 0.551,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-103451",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:44:00Z",
"trace_id": "757e72f0-8e5b-4f67-9f93-cc297434e0f7"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.121,
"seasonality": 0.82,
"service_level_target": 0... | {
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"cold_storage_enabled": false,
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"gross_sqft": 718715,
"infill_site": true,
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"nearby_nodes": 7,
"network_redundancy_score": 0.655,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 51.3,
"reefer_temp_delta_c": 0.85,
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"shift_fi... | {
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"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": 1.31,
"rent_growth_90d_pct": 3,
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} | {
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"expansion_capture_probability_post_event": 0.137,
"lease_rate_change_pct": -0.89,
"occupancy_shift": 0.003,
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{
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"score": 37.62
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.35
},
{
"action": "rebalance_carri... | {
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"labor_shortage": 0.934,
"portfolio_tightness": 0.597,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-103452",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:27:00Z",
"trace_id": "1d4aedde-4442-4168-8ba5-fdf7c86711f3"
} | {
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"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.091,
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"service_level_targ... | {
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 23.06,
"gross_sqft": 660969,
"infill_site": false,
"lease_expiry_months": 22,
... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.743,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"dock_utilization_pct": 85.9,
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"power_load_pct_of_service_limit": 50.9,
"reefer_temp_delta_c": 0.85,
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"shift_fi... | {
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"confidence_band": "very_high",
"forecas... | {
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"rent_growth_90d_pct": 4.45,
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} | {
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"service_penalty_risk_us... | {
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{
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"score": 40.44
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.15
},
{
"action": "rebalance_carri... | {
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"labor_shortage": 0.923,
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"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-103453",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:54:00Z",
"trace_id": "e3197874-ba92-4b4a-8484-b0ca495ed8d6"
} | {
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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"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"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.244,
"seasonality": 0.61,
"service_level_target": 0... | {
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"grid_service_limit_mw": 10.8,
"gross_sqft": 1246616,
"infill_site": false,
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... | {
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"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
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"power_load_pct_of_service_limit": 47.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.6,
"shift_fi... | {
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"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... | {
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} | {
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"service_penalty_risk... | {
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{
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"score": 38.35
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.08
},
{
"action": "rebalance_carri... | {
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"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-103454",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:58:00Z",
"trace_id": "741b67c7-535f-4720-81d5-c2a5dc2c399c"
} | {
"airport_proximity_km": 71,
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"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"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.467,
"seasonality": 0.61,
"service_level_target": 0... | {
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"grid_service_limit_mw": 13,
"gross_sqft": 634360,
"infill_site": false,
"lease_expiry_months": 62,
"o... | {
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"entitlement_friction": 0.418,
"nearby_nodes": 4,
"network_redundancy_score": 0.395,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 77.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.9,
"dock_utilization_pct": 83.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"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": 2.6,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.9,
"occupancy_90d": 0.879,
"rent_growth_30d_pct": 2.29,
"rent_growth_90d_pct": 2.91,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -17217,
"annualized_revenue_impact_usd": -26435,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 518576,
"expansion_capture_probability_post_event": 0.356,
"lease_rate_change_pct": 0.57,
"occupancy_shift": -0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.07
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.97
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.152,
"demand_pressure": 0.5,
"entitlement_friction": 0.418,
"labor_shortage": 0.935,
"portfolio_tightness": 0.62,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-103455",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:45:00Z",
"trace_id": "ccc9ce89-a8a9-478b-b35f-86607da8fd40"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "development_timing_risk",
"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": true,
"growth_rate": -0.026,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.188,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.42,
"battery_mwh": 6.73,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-CAB89988C4",
"grid_service_limit_mw": 15.12,
"gross_sqft": 1017024,
"infill_site": false,
"lease_expiry_months": 55,... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.715,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.791,
"nearby_nodes": 4,
"network_redundancy_score": 0.712,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.2,
"dock_utilization_pct": 80.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.751,
"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": 2.27,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.995,
"rent_growth_30d_pct": 0.2,
"rent_growth_90d_pct": -0.23,
"tenant_expansion_probability": 0.169
} | {
"annualized_noi_impact_usd": -477931,
"annualized_revenue_impact_usd": -770380,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 60,
"estimated_capex_usd": 444617,
"expansion_capture_probability_post_event": 0.068,
"lease_rate_change_pct": -3.48,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.62
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.24
},
{
"action": "delay_spec_development",
"reason... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.744,
"capital_availability": 0,
"demand_pressure": 0.352,
"entitlement_friction": 0.791,
"labor_shortage": 0.767,
"portfolio_tightness": 0.555,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-103456",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:57:00Z",
"trace_id": "5d165ba3-16b0-40ab-96c2-32a3e8b80240"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"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": 0.364,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.234,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 1.79,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-BFD56940C1",
"grid_service_limit_mw": 24.09,
"gross_sqft": 800407,
"infill_site": false,
"lease_expiry_months": 24,
"occ... | {
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"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.257,
"cross_node_rebalancing_capacity_pct": 0.207,
"entitlement_friction": 0.688,
"nearby_nodes": 3,
"network_redundancy_score": 0.357,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 54,
"dock_utilization_pct": 88.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.92,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.5,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 2.26,
"rent_growth_90d_pct": 3.36,
"tenant_expansion_probability": 0.594... | {
"annualized_noi_impact_usd": 100346,
"annualized_revenue_impact_usd": 165220,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 588617,
"expansion_capture_probability_post_event": 0.499,
"lease_rate_change_pct": 2.07,
"occupancy_shift": 0.018,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.27
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.61
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.873,
"capital_availability": 0,
"demand_pressure": 0.772,
"entitlement_friction": 0.688,
"labor_shortage": 0.887,
"portfolio_tightness": 0.556,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-103457",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:49:00Z",
"trace_id": "f3930d71-b872-439d-88f4-879bdc1ecb2a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.193,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.461,
"seasonality": 0.49,
"service_level_target": ... | {
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"battery_mwh": 3.15,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 101,
"facility_id": "FAC-5236C5AF99",
"grid_service_limit_mw": 21.06,
"gross_sqft": 1019463,
"infill_site": false,
"lease_expiry_months": 40,
"oc... | {
"capital_availability": 0.426,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.743,
"cross_node_rebalancing_capacity_pct": 0.034,
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"nearby_nodes": 5,
"network_redundancy_score": 0.741,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 81.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"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": 1.9,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.1,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 1.14,
"rent_growth_90d_pct": 0.03,
"tenant_expansion_probability": 0.352... | {
"annualized_noi_impact_usd": -160336,
"annualized_revenue_impact_usd": -208141,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 533691,
"expansion_capture_probability_post_event": 0.24,
"lease_rate_change_pct": -2.02,
"occupancy_shift": -0.016,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.36
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.93
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.426,
"demand_pressure": 0.427,
"entitlement_friction": 0.294,
"labor_shortage": 0.84,
"portfolio_tightness": 0.491,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-103458",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:05:00Z",
"trace_id": "7f257b62-d9b1-438e-ab91-2055b99ed1ae"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.048,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.293,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.8,
"battery_mwh": 5.41,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-2E5932F120",
"grid_service_limit_mw": 15.47,
"gross_sqft": 1324706,
"infill_site": true,
"lease_expiry_months": 45,
"occ... | {
"capital_availability": 0.602,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.492,
"cross_node_rebalancing_capacity_pct": 0.082,
"entitlement_friction": 0.717,
"nearby_nodes": 6,
"network_redundancy_score": 0.852,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 82.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.749,
"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": 2.04,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.3,
"occupancy_90d": 0.885,
"rent_growth_30d_pct": 0.53,
"rent_growth_90d_pct": -0.16,
"tenant_expansion_probability": 0.24
} | {
"annualized_noi_impact_usd": -207325,
"annualized_revenue_impact_usd": -317746,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 486893,
"expansion_capture_probability_post_event": 0.154,
"lease_rate_change_pct": -2.71,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.53
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.16
},
{
"action": "delay_spec_development",
"reason... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.524,
"capital_availability": 0.602,
"demand_pressure": 0.498,
"entitlement_friction": 0.717,
"labor_shortage": 0.711,
"portfolio_tightness": 0.455,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-103459",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:48:00Z",
"trace_id": "a0e91707-8968-4971-aadd-3061eae7eae6"
} | {
"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": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.005,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.16,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.28,
"battery_mwh": 11.17,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-417E41689A",
"grid_service_limit_mw": 8.51,
"gross_sqft": 1040313,
"infill_site": true,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.038,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.566,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.312,
"nearby_nodes": 3,
"network_redundancy_score": 0.731,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 79,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.9,
"dock_utilization_pct": 83.1,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"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": 2.57,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.7,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 1.97,
"rent_growth_90d_pct": 2.47,
"tenant_expansion_probability": 0.186
} | {
"annualized_noi_impact_usd": -292626,
"annualized_revenue_impact_usd": -425286,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 469412,
"expansion_capture_probability_post_event": 0.093,
"lease_rate_change_pct": -1.42,
"occupancy_shift": 0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.79
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.24
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.038,
"demand_pressure": 0.479,
"entitlement_friction": 0.312,
"labor_shortage": 0.928,
"portfolio_tightness": 0.592,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-103460",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:53:00Z",
"trace_id": "972378aa-43f0-4771-83ce-0bea24efd342"
} | {
"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",
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{
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"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "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": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.089,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.488,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.46,
"battery_mwh": 7.4,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-5ABC80A705",
"grid_service_limit_mw": 12.72,
"gross_sqft": 522827,
"infill_site": false,
"lease_expiry_months": 55,
"occu... | {
"capital_availability": 0.238,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.712,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.81,
"nearby_nodes": 3,
"network_redundancy_score": 0.512,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 82.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.62,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.895,
"rent_growth_30d_pct": 2.14,
"rent_growth_90d_pct": 1.23,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": -106624,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 561246,
"expansion_capture_probability_post_event": 0.163,
"lease_rate_change_pct": -2.25,
"occupancy_shift": -0.018,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.28
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.04
},
{
"action": "lo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.238,
"demand_pressure": 0.409,
"entitlement_friction": 0.81,
"labor_shortage": 0.8,
"portfolio_tightness": 0.678,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-103461",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:56:00Z",
"trace_id": "f2e38f3e-8d4f-47c8-b316-03cfe52ace4e"
} | {
"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": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 9.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.417,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.253,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.34,
"battery_mwh": 2.79,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 55,
"facility_id": "FAC-B63CEA4F65",
"grid_service_limit_mw": 14.5,
"gross_sqft": 558370,
"infill_site": false,
"lease_expiry_months": 63,
"... | {
"capital_availability": 0.384,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.649,
"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.313,
"nearby_nodes": 7,
"network_redundancy_score": 0.475,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 87.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 86.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.1,
"shift_fill... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.15,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.5,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 2.68,
"rent_growth_90d_pct": 4.13,
"tenant_expansion_probability": 0.574... | {
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"annualized_revenue_impact_usd": 41704,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.45,
"lease_rate_change_pct": 2.49,
"occupancy_shift": 0.006,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 42.61
},
{
"action": "deploy_peak_shaving",
"reason": "po... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.384,
"demand_pressure": 0.746,
"entitlement_friction": 0.313,
"labor_shortage": 0.85,
"portfolio_tightness": 0.535,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-103462",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:41:00Z",
"trace_id": "3ec51630-9435-43f4-9b63-d31178b3eb93"
} | {
"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",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"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"
}
} | {
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.073,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.75,
"battery_mwh": 10.58,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-BF8AB156B8",
"grid_service_limit_mw": 18.92,
"gross_sqft": 764814,
"infill_site": true,
"lease_expiry_months": 44,
"occ... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.33,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 67.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.27,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.6,
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"rent_growth_30d_pct": 2.51,
"rent_growth_90d_pct": 3.57,
"tenant_expansion_probability": 0.411
} | {
"annualized_noi_impact_usd": 20371,
"annualized_revenue_impact_usd": 31097,
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"expansion_capture_probability_post_event": 0.315,
"lease_rate_change_pct": 1.33,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.4
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.9
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.405,
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"entitlement_friction": 0.43,
"labor_shortage": 0.589,
"portfolio_tightness": 0.566,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-103463",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:12:00Z",
"trace_id": "fc90e84c-92da-486b-9eef-4565bc6d26b2"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.146,
"seasonality": 0.33,
"service_... | {
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"battery_mwh": 9.77,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-AA35B92F54",
"grid_service_limit_mw": 22.66,
"gross_sqft": 628069,
"infill_site": true,
"lease_expiry_months": 52,
"occu... | {
"capital_availability": 0.683,
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"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.702,
"nearby_nodes": 5,
"network_redundancy_score": 0.693,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50,
"dock_utilization_pct": 85.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 69,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.83,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_p... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.4,
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"rent_growth_30d_pct": 1.32,
"rent_growth_90d_pct": 3.62,
"tenant_expansion_probability": 0.523
} | {
"annualized_noi_impact_usd": 49312,
"annualized_revenue_impact_usd": 68523,
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"expansion_capture_probability_post_event": 0.394,
"lease_rate_change_pct": 1.47,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.95
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.59
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.662,
"capital_availability": 0.683,
"demand_pressure": 0.619,
"entitlement_friction": 0.702,
"labor_shortage": 0.903,
"portfolio_tightness": 0.5,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-103464",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:36:00Z",
"trace_id": "aecd8ded-8a69-4638-b774-874c0813773b"
} | {
"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": "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": 0.362,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.365,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.69,
"battery_mwh": 0.78,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-6BE840DAEC",
"grid_service_limit_mw": 8.39,
"gross_sqft": 814904,
"infill_site": false,
"lease_expiry_months": 35,
"occu... | {
"capital_availability": 0.32,
"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.312,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.329,
"nearby_nodes": 7,
"network_redundancy_score": 0.575,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 528... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 86.3,
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"power_load_pct_of_service_limit": 49.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.932,
"rent_growth_30d_pct": 3.54,
"rent_growth_90d_pct": 4.91,
"tenant_expansion_probability": ... | {
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"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.516,
"lease_rate_change_pct": 3.01,
"occupancy_shift": 0.002,
"service_penalty_risk_u... | {
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{
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"score": 43.35
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.89
},
{
"action": "secure_pop_up_c... | {
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"demand_pressure": 0.625,
"entitlement_friction": 0.329,
"labor_shortage": 1,
"portfolio_tightness": 0.682,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-103465",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:41:00Z",
"trace_id": "98965f59-efcd-4fc0-963a-8b60d6b057b9"
} | {
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"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"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": "1b_plus",
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"retention_priority": "standard",
"risk_of_churn": 0.346,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"facility_id": "FAC-2E16222DED",
"grid_service_limit_mw": 9.19,
"gross_sqft": 486071,
"infill_site": true,
"lease_expiry_months": 10,
"occup... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.712,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 18... | [
{
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"dock_utilization_pct": 87.5,
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"power_load_pct_of_service_limit": 56.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_f... | {
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"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 3.43,
"rent_growth_90d_pct": 5.14,
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} | {
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"lease_rate_change_pct": 3.47,
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"service_penalty_risk_u... | {
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{
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"score": 40.69
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.68
},
{
"action": "rebal... | {
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"labor_shortage": 0.751,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-103466",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:26:00Z",
"trace_id": "a7739c16-e390-409d-8b65-2fb0a4523ed7"
} | {
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
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"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"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.184,
"seasonality": 0.49,
"service_level_target... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": true,
"dock_doors": 135,
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"grid_service_limit_mw": 19.31,
"gross_sqft": 1357449,
"infill_site": false,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.531,
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"nearby_nodes": 5,
"network_redundancy_score": 0.417,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 11... | [
{
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"dock_utilization_pct": 83.9,
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"power_load_pct_of_service_limit": 85.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20,
"shift_fill_rate_... | {
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"confidence_band": "high",
"forecast... | {
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} | {
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"lease_rate_change_pct": -0.37,
"occupancy_shift": 0.003,
"service_penalty_risk_usd... | {
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{
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"score": 42.89
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.21
},
{
"action": "s... | {
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"labor_shortage": 0.841,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-103467",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:21:00Z",
"trace_id": "2438ff9d-2eac-4cd3-a868-4f1d9f6c665b"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"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"
}
} | {
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"power_intensity": 0.63,
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"risk_of_churn": 0.087,
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"servi... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-317D114EB2",
"grid_service_limit_mw": 20.4,
"gross_sqft": 1060228,
"infill_site": true,
"lease_expiry_months": 10,
... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.782,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2193470... | [
{
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"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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} | {
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"lease_rate_change_pct": -0.63,
"occupancy_shift": 0.007,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.82
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.07
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.228,
"demand_pressure": 0.469,
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"labor_shortage": 0.584,
"portfolio_tightness": 0.39,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-103468",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:06:00Z",
"trace_id": "86baf95d-7d11-4ca4-9ffd-8ca77d11f112"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.76,
"battery_mwh": 11.05,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-FB5EBAA476",
"grid_service_limit_mw": 14.52,
"gross_sqft": 187066,
"infill_site": false,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.239,
"cluster_utilization_pct": 0.9,
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"entitlement_friction": 0.465,
"nearby_nodes": 8,
"network_redundancy_score": 0.606,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 83.9,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 71.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.77,
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.965,
"rent_growth_30d_pct": 1.84,
"rent_growth_90d_pct": 3.55,
"tenant_expansion_probability": 0... | {
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"expansion_capture_probability_post_event": 0.229,
"lease_rate_change_pct": 0.31,
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"service_penalty_risk_u... | {
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{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.68
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.35
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.527,
"entitlement_friction": 0.465,
"labor_shortage": 0.905,
"portfolio_tightness": 0.586,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-103469",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:06:00Z",
"trace_id": "1ca5f21b-61bf-44b5-b763-2602a32564da"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"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": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.081,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.73,
"battery_mwh": 7.63,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-4E42A84C08",
"grid_service_limit_mw": 24.31,
"gross_sqft": 536833,
"infill_site": false,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.341,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.551,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.307,
"nearby_nodes": 2,
"network_redundancy_score": 0.459,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 184175... | [
{
"appointment_fill_pct": 90.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.6,
"dock_utilization_pct": 85.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 71.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.844,
"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": 1.84,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.6,
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"rent_growth_30d_pct": 1.24,
"rent_growth_90d_pct": 0.67,
"tenant_expansion_probability": 0.468
} | {
"annualized_noi_impact_usd": 2942,
"annualized_revenue_impact_usd": 3982,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 731844,
"expansion_capture_probability_post_event": 0.35,
"lease_rate_change_pct": -0.53,
"occupancy_shift": 0.011,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.93
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.23
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.716,
"capital_availability": 0.341,
"demand_pressure": 0.646,
"entitlement_friction": 0.307,
"labor_shortage": 0.81,
"portfolio_tightness": 0.423,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-103470",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:04:00Z",
"trace_id": "95ee77b3-bd27-4967-b052-0ba5eb2264f9"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.333,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.28,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.33,
"battery_mwh": 8.79,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-50CE772513",
"grid_service_limit_mw": 12.49,
"gross_sqft": 828823,
"infill_site": false,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.646,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.301,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.839,
"nearby_nodes": 6,
"network_redundancy_score": 0.41,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 85.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"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": 2.32,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.5,
"occupancy_90d": 0.892,
"rent_growth_30d_pct": 1.71,
"rent_growth_90d_pct": 0.68,
"tenant_expansion_probability": 0.56
} | {
"annualized_noi_impact_usd": 13831,
"annualized_revenue_impact_usd": 22229,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 616615,
"expansion_capture_probability_post_event": 0.447,
"lease_rate_change_pct": -0.6,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.82
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.64
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.645,
"capital_availability": 0.646,
"demand_pressure": 0.624,
"entitlement_friction": 0.839,
"labor_shortage": 0.948,
"portfolio_tightness": 0.563,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-103471",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:29:00Z",
"trace_id": "f7b1885c-02e7-4bdc-b3f7-f828fd87fddb"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.129,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.427,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.43,
"battery_mwh": 12.43,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-3C4227BE10",
"grid_service_limit_mw": 23.95,
"gross_sqft": 1112056,
"infill_site": false,
"lease_expiry_months": 30... | {
"capital_availability": 0.495,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.731,
"cross_node_rebalancing_capacity_pct": 0.03,
"entitlement_friction": 0.573,
"nearby_nodes": 2,
"network_redundancy_score": 0.406,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 84.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"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": 2.21,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.5,
"occupancy_90d": 0.885,
"rent_growth_30d_pct": 1.89,
"rent_growth_90d_pct": 1.37,
"tenant_expansion_probability": 0.323
} | {
"annualized_noi_impact_usd": -176086,
"annualized_revenue_impact_usd": -248064,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 486253,
"expansion_capture_probability_post_event": 0.226,
"lease_rate_change_pct": -1.12,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.98
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.73
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.411,
"capital_availability": 0.495,
"demand_pressure": 0.556,
"entitlement_friction": 0.573,
"labor_shortage": 0.669,
"portfolio_tightness": 0.546,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-103472",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:18:00Z",
"trace_id": "4fdbfddc-8bc0-423f-b018-508dfd9c57d3"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.191,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.474,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.58,
"battery_mwh": 7.77,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-282004F46B",
"grid_service_limit_mw": 11.87,
"gross_sqft": 922299,
"infill_site": false,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.226,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.694,
"cross_node_rebalancing_capacity_pct": 0.14,
"entitlement_friction": 0.705,
"nearby_nodes": 2,
"network_redundancy_score": 0.71,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 81,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45,
"dock_utilization_pct": 82.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.67,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.8,
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"rent_growth_30d_pct": 0.84,
"rent_growth_90d_pct": 1.46,
"tenant_expansion_probability": 0.38
} | {
"annualized_noi_impact_usd": -116991,
"annualized_revenue_impact_usd": -183835,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 676062,
"expansion_capture_probability_post_event": 0.271,
"lease_rate_change_pct": -0.95,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.48
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.15
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.638,
"capital_availability": 0.226,
"demand_pressure": 0.451,
"entitlement_friction": 0.705,
"labor_shortage": 0.856,
"portfolio_tightness": 0.541,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-103473",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:52:00Z",
"trace_id": "5e3ab2f2-7f78-4d5d-a397-e3ee9a0b3f75"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"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": 0.435,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.257,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.34,
"battery_mwh": 7.01,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-88C214CFF6",
"grid_service_limit_mw": 10.53,
"gross_sqft": 633662,
"infill_site": true,
"lease_expiry_months": 61,
"occu... | {
"capital_availability": 0.163,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.376,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.569,
"nearby_nodes": 2,
"network_redundancy_score": 0.762,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 98.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 58.4,
"dock_utilization_pct": 90.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 47.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.85,
"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": 2.36,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.2,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 3.53,
"rent_growth_90d_pct": 3.83,
"tenant_expansion_probability": 0.682
} | {
"annualized_noi_impact_usd": 178589,
"annualized_revenue_impact_usd": 262486,
"cap_rate_pressure_pct": -0.08,
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"estimated_capex_usd": 507731,
"expansion_capture_probability_post_event": 0.579,
"lease_rate_change_pct": 2.7,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.52
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.55
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.834,
"capital_availability": 0.163,
"demand_pressure": 0.836,
"entitlement_friction": 0.569,
"labor_shortage": 1,
"portfolio_tightness": 0.65,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-103474",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:55:00Z",
"trace_id": "6651ec2c-29dd-48e7-8535-c219185644a1"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.276,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.379,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.7,
"battery_mwh": 4.01,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-FCD5853AD5",
"grid_service_limit_mw": 14.26,
"gross_sqft": 1246394,
"infill_site": false,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.155,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.772,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.196,
"nearby_nodes": 5,
"network_redundancy_score": 0.623,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.4,
"dock_utilization_pct": 82.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.9,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 1.4,
"rent_growth_90d_pct": 3.43,
"tenant_expansion_probability": 0.514
} | {
"annualized_noi_impact_usd": 26397,
"annualized_revenue_impact_usd": 40099,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 384064,
"expansion_capture_probability_post_event": 0.44,
"lease_rate_change_pct": 1.95,
"occupancy_shift": -0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.42
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.43
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.438,
"capital_availability": 0.155,
"demand_pressure": 0.504,
"entitlement_friction": 0.196,
"labor_shortage": 0.897,
"portfolio_tightness": 0.466,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-103475",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:00:00Z",
"trace_id": "02a67b92-484b-4899-bb92-4a351b0bfb5f"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.196,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.389,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.43,
"battery_mwh": 5.17,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-EB565152F9",
"grid_service_limit_mw": 10.99,
"gross_sqft": 615431,
"infill_site": false,
"lease_expiry_months": 45,
... | {
"capital_availability": 0.396,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.528,
"cross_node_rebalancing_capacity_pct": 0.123,
"entitlement_friction": 0.454,
"nearby_nodes": 8,
"network_redundancy_score": 0.668,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 78.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 80.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 66.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"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": 2.62,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.1,
"occupancy_90d": 0.877,
"rent_growth_30d_pct": 1.67,
"rent_growth_90d_pct": 2.33,
"tenant_expansion_probability": 0.409
} | {
"annualized_noi_impact_usd": -150534,
"annualized_revenue_impact_usd": -212653,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 546045,
"expansion_capture_probability_post_event": 0.295,
"lease_rate_change_pct": -0.43,
"occupancy_shift": -0.015,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.15
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.57
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.436,
"capital_availability": 0.396,
"demand_pressure": 0.325,
"entitlement_friction": 0.454,
"labor_shortage": 1,
"portfolio_tightness": 0.649,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.716,
"id": "FORGE-103476",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:32:00Z",
"trace_id": "5caaf9d2-587d-4da4-8a3b-6c478fdb71c4"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.09,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.181,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.73,
"battery_mwh": 9.47,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-BF10B2D3DB",
"grid_service_limit_mw": 22.27,
"gross_sqft": 805007,
"infill_site": false,
"lease_expiry_months": 60,
"occ... | {
"capital_availability": 0.534,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.722,
"cross_node_rebalancing_capacity_pct": 0.066,
"entitlement_friction": 0.398,
"nearby_nodes": 7,
"network_redundancy_score": 0.84,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1601907... | [
{
"appointment_fill_pct": 88.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.6,
"dock_utilization_pct": 80.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.669,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.07,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 1.48,
"rent_growth_90d_pct": 4.07,
"tenant_expansion_probability": 0.359
} | {
"annualized_noi_impact_usd": 232,
"annualized_revenue_impact_usd": 310,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 411976,
"expansion_capture_probability_post_event": 0.321,
"lease_rate_change_pct": 0.71,
"occupancy_shift": 0.007,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.91
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 24.12
},
{
"action": "hold_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.713,
"capital_availability": 0.534,
"demand_pressure": 0.409,
"entitlement_friction": 0.398,
"labor_shortage": 0.906,
"portfolio_tightness": 0.426,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-103477",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T16:53:00Z",
"trace_id": "63663270-d828-4433-8ccb-0e8760cdad0e"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.006,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.18,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.5,
"battery_mwh": 1.11,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 78,
"facility_id": "FAC-EC081143A3",
"grid_service_limit_mw": 9.78,
"gross_sqft": 781201,
"infill_site": false,
"lease_expiry_months": 58,
"o... | {
"capital_availability": 0.322,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.569,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.832,
"nearby_nodes": 8,
"network_redundancy_score": 0.668,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 84.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.55,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.5,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 2.32,
"rent_growth_90d_pct": 2.07,
"tenant_expansion_probability": 0.191
} | {
"annualized_noi_impact_usd": -272249,
"annualized_revenue_impact_usd": -402245,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 682273,
"expansion_capture_probability_post_event": 0.07,
"lease_rate_change_pct": -2.19,
"occupancy_shift": 0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.47
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.8
},
{
"action": "deploy_peak_shaving",
"reason": "pow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.315,
"capital_availability": 0.322,
"demand_pressure": 0.535,
"entitlement_friction": 0.832,
"labor_shortage": 0.779,
"portfolio_tightness": 0.635,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-103478",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:22:00Z",
"trace_id": "4750b93b-69be-44cf-96c2-2c67315c3561"
} | {
"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": 8.4,
"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": 0.259,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.219,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.21,
"battery_mwh": 2.62,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-CAAE99F33A",
"grid_service_limit_mw": 9.24,
"gross_sqft": 160000,
"infill_site": true,
"lease_expiry_months": 44,
"occupa... | {
"capital_availability": 0.612,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.484,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.676,
"nearby_nodes": 2,
"network_redundancy_score": 0.588,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 92.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.8,
"dock_utilization_pct": 86.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 88.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.9,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"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": 2.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.8,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 4.82,
"rent_growth_90d_pct": 6.62,
"tenant_expansion_probability": 0.555
} | {
"annualized_noi_impact_usd": 64217,
"annualized_revenue_impact_usd": 85744,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 744589,
"expansion_capture_probability_post_event": 0.465,
"lease_rate_change_pct": 2.86,
"occupancy_shift": 0.02,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 61.12
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.23
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.178,
"capital_availability": 0.612,
"demand_pressure": 0.622,
"entitlement_friction": 0.676,
"labor_shortage": 0.865,
"portfolio_tightness": 0.659,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-103479",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:20:00Z",
"trace_id": "7f80c388-f158-4cfc-baf9-7e3f8cf94d07"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.445,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.052,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.28,
"battery_mwh": 11.71,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-DD72BDEB40",
"grid_service_limit_mw": 13.48,
"gross_sqft": 747439,
"infill_site": false,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.062,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.356,
"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.563,
"nearby_nodes": 5,
"network_redundancy_score": 0.786,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.1,
"dock_utilization_pct": 87,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 2.51,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.7,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 2.94,
"rent_growth_90d_pct": 4.99,
"tenant_expansion_probability": 0.681
} | {
"annualized_noi_impact_usd": 317781,
"annualized_revenue_impact_usd": 436569,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 555056,
"expansion_capture_probability_post_event": 0.573,
"lease_rate_change_pct": 3.78,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 51.01
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.14
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.535,
"capital_availability": 0.062,
"demand_pressure": 0.681,
"entitlement_friction": 0.563,
"labor_shortage": 0.78,
"portfolio_tightness": 0.62,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-103480",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:57:00Z",
"trace_id": "f564f4c2-1b31-4b17-9e42-4add7d4d4890"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.223,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.43,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.18,
"battery_mwh": 10.96,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-9A4AA9FA57",
"grid_service_limit_mw": 15.08,
"gross_sqft": 465024,
"infill_site": false,
"lease_expiry_months": 36,
"oc... | {
"capital_availability": 0.771,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.577,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.452,
"nearby_nodes": 6,
"network_redundancy_score": 0.621,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 645994... | [
{
"appointment_fill_pct": 87,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33,
"dock_utilization_pct": 81.7,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 69.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.7,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_... | {
"build_vs_buy_score": 2.26,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.4,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 2.39,
"tenant_expansion_probability": 0.478... | {
"annualized_noi_impact_usd": 2556,
"annualized_revenue_impact_usd": 4060,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 698648,
"expansion_capture_probability_post_event": 0.418,
"lease_rate_change_pct": 0.22,
"occupancy_shift": 0.005,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.4
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.57
},
{
"action": "deploy_peak_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.283,
"capital_availability": 0.771,
"demand_pressure": 0.461,
"entitlement_friction": 0.452,
"labor_shortage": 0.688,
"portfolio_tightness": 0.392,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-103481",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:44:00Z",
"trace_id": "dcf51eb0-3655-4842-ac42-56f2f9c36edc"
} | {
"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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.315,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.165,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.64,
"battery_mwh": 2.75,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-1C520D74B0",
"grid_service_limit_mw": 19.02,
"gross_sqft": 533895,
"infill_site": false,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.762,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.668,
"cross_node_rebalancing_capacity_pct": 0.154,
"entitlement_friction": 0.267,
"nearby_nodes": 7,
"network_redundancy_score": 0.756,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 90.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 33.5,
"dock_utilization_pct": 86.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 46.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.8,
"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": "very_high",
"fore... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.2,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 2.9,
"rent_growth_90d_pct": 4.7,
"tenant_expansion_probability": 0.604
} | {
"annualized_noi_impact_usd": 60274,
"annualized_revenue_impact_usd": 85936,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 458949,
"expansion_capture_probability_post_event": 0.576,
"lease_rate_change_pct": 3.43,
"occupancy_shift": 0.034,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.81
},
{
"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": 0.26,
"capital_availability": 0.762,
"demand_pressure": 0.73,
"entitlement_friction": 0.267,
"labor_shortage": 0.557,
"portfolio_tightness": 0.304,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-103482",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:22:00Z",
"trace_id": "d032d649-da44-4d86-9dea-ab05cab5a6de"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.402,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.343,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.35,
"battery_mwh": 3.86,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-1DA3F1516B",
"grid_service_limit_mw": 22.5,
"gross_sqft": 819887,
"infill_site": false,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.957,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.439,
"cross_node_rebalancing_capacity_pct": 0.114,
"entitlement_friction": 0.562,
"nearby_nodes": 3,
"network_redundancy_score": 0.861,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.4,
"dock_utilization_pct": 89.5,
"event_name": "GRID_HEADROOM_WARNING",
"power_load_pct_of_service_limit": 57.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.741,
"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": 2.15,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 4.59,
"rent_growth_90d_pct": 4.72,
"tenant_expansion_probability": 0.717
} | {
"annualized_noi_impact_usd": 210165,
"annualized_revenue_impact_usd": 307263,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 513598,
"expansion_capture_probability_post_event": 0.663,
"lease_rate_change_pct": 3.48,
"occupancy_shift": 0.028,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 51.16
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.04
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.225,
"capital_availability": 0.957,
"demand_pressure": 0.849,
"entitlement_friction": 0.562,
"labor_shortage": 0.601,
"portfolio_tightness": 0.48,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-103483",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:07:00Z",
"trace_id": "0f0bcfaa-10e5-419b-bb46-19fb765eb615"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.278,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.417,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.67,
"battery_mwh": 9.94,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-930EDAEEFB",
"grid_service_limit_mw": 15.96,
"gross_sqft": 1137215,
"infill_site": false,
"lease_expiry_months": 63,
"o... | {
"capital_availability": 0.386,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.374,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.203,
"nearby_nodes": 6,
"network_redundancy_score": 0.67,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 92.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 55.4,
"dock_utilization_pct": 89.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 67.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.852,
"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": 1.92,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.8,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 3.41,
"rent_growth_90d_pct": 4.73,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 66031,
"annualized_revenue_impact_usd": 89864,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 477548,
"expansion_capture_probability_post_event": 0.365,
"lease_rate_change_pct": 2.21,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.08
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.93
},
{
"action": "secure_pop_up_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.494,
"capital_availability": 0.386,
"demand_pressure": 0.816,
"entitlement_friction": 0.203,
"labor_shortage": 0.916,
"portfolio_tightness": 0.533,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-103484",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:04:00Z",
"trace_id": "b7ed3c90-d64f-4fe6-970c-a19f2de75936"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": -0.029,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.457,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.81,
"battery_mwh": 3.56,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 49,
"facility_id": "FAC-B5579EFB50",
"grid_service_limit_mw": 19.4,
"gross_sqft": 493762,
"infill_site": true,
"lease_expiry_months": 8,
"occupan... | {
"capital_availability": 0.567,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.252,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.255,
"nearby_nodes": 8,
"network_redundancy_score": 0.41,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.1,
"dock_utilization_pct": 79.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 85.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.6,
"shift_fil... | {
"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": "moderate",
"forec... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.78,
"rent_growth_90d_pct": -0.12,
"tenant_expansion_probability": 0.121
} | {
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"annualized_revenue_impact_usd": -141704,
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"decision_horizon_days": 30,
"estimated_capex_usd": 581093,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.47,
"occupancy_shift": -0.023,
"service_penalty_ri... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.36
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.87
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.567,
"demand_pressure": 0.311,
"entitlement_friction": 0.255,
"labor_shortage": 0.677,
"portfolio_tightness": 0.506,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-103485",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:58:00Z",
"trace_id": "93974304-d717-4f42-936e-414038b8f7de"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
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"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",
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"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": "500m_1b",
"expansion_request_open": true,
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.34,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.24,
"battery_mwh": 8.39,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-441126E4D7",
"grid_service_limit_mw": 17.71,
"gross_sqft": 1010599,
"infill_site": true,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.058,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.386,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.392,
"nearby_nodes": 5,
"network_redundancy_score": 0.793,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 163735... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 80.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": -0.1,
"rent_growth_90d_pct": -0.37,
"tenant_expansion_probability": 0.153
} | {
"annualized_noi_impact_usd": -189281,
"annualized_revenue_impact_usd": -287805,
"cap_rate_pressure_pct": -0.34,
"decision_horizon_days": 45,
"estimated_capex_usd": 437969,
"expansion_capture_probability_post_event": 0.072,
"lease_rate_change_pct": -3.12,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.66
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.39
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.058,
"demand_pressure": 0.367,
"entitlement_friction": 0.392,
"labor_shortage": 0.798,
"portfolio_tightness": 0.491,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-103486",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:28:00Z",
"trace_id": "26e61e27-4a12-482c-a8ca-513b887e723b"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": true,
"growth_rate": 0.164,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.031,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.61,
"battery_mwh": 9.1,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-5AFC02FB80",
"grid_service_limit_mw": 11.73,
"gross_sqft": 995545,
"infill_site": true,
"lease_expiry_months": 36,
"occup... | {
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"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.273,
"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.722,
"nearby_nodes": 5,
"network_redundancy_score": 0.689,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 16... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 83.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 42.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.918,
"rent_growth_30d_pct": 1.7,
"rent_growth_90d_pct": 2.48,
"tenant_expansion_probability": 0.39... | {
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"lease_rate_change_pct": 0.1,
"occupancy_shift": 0.016,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.08
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.82
},
{
"action": "delay_spec_dev... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.082,
"demand_pressure": 0.517,
"entitlement_friction": 0.722,
"labor_shortage": 0.715,
"portfolio_tightness": 0.572,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-103487",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T16:22:00Z",
"trace_id": "4ea2fdde-96f4-4b97-a50c-733c5f4b81ac"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.114,
"seasonality": 0.74,
"servic... | {
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"battery_mwh": 2.46,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-FD29DE3F1D",
"grid_service_limit_mw": 21.45,
"gross_sqft": 1093653,
"infill_site": false,
"lease_expiry_months": 34,... | {
"capital_availability": 0.253,
"cluster_utilization_pct": 0.918,
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"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.712,
"nearby_nodes": 7,
"network_redundancy_score": 0.802,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 132884... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.3,
"dock_utilization_pct": 82.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.755,
"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": 1.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.4,
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"rent_growth_30d_pct": 0.15,
"rent_growth_90d_pct": 2.19,
"tenant_expansion_probability": 0.379
} | {
"annualized_noi_impact_usd": -13500,
"annualized_revenue_impact_usd": -19545,
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"expansion_capture_probability_post_event": 0.278,
"lease_rate_change_pct": 0.22,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.26
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 27.26
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.744,
"capital_availability": 0.253,
"demand_pressure": 0.48,
"entitlement_friction": 0.712,
"labor_shortage": 0.595,
"portfolio_tightness": 0.455,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-103488",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:40:00Z",
"trace_id": "82795d40-8e77-4a71-b967-084897fa9cb1"
} | {
"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": 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,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.491,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.29,
"battery_mwh": 8.58,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-F9D38D7B9D",
"grid_service_limit_mw": 24.8,
"gross_sqft": 495241,
"infill_site": false,
"lease_expiry_months": 36,
"occu... | {
"capital_availability": 0.31,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.526,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.541,
"nearby_nodes": 6,
"network_redundancy_score": 0.405,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 905444,... | [
{
"appointment_fill_pct": 89.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.2,
"dock_utilization_pct": 84,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.682,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.34,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.7,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 2.91,
"rent_growth_90d_pct": 1.56,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -17595,
"annualized_revenue_impact_usd": -25399,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 547825,
"expansion_capture_probability_post_event": 0.258,
"lease_rate_change_pct": -1.82,
"occupancy_shift": 0.013,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.7
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.13
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.1,
"capital_availability": 0.31,
"demand_pressure": 0.577,
"entitlement_friction": 0.541,
"labor_shortage": 0.745,
"portfolio_tightness": 0.414,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-103489",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:30:00Z",
"trace_id": "9a4ff969-3595-4da3-8534-f0699cfc6bca"
} | {
"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": "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": true,
"growth_rate": 0.281,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.368,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.34,
"battery_mwh": 9,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-52F3038407",
"grid_service_limit_mw": 7.74,
"gross_sqft": 984234,
"infill_site": false,
"lease_expiry_months": 59,
"oc... | {
"capital_availability": 0.343,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.503,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.491,
"nearby_nodes": 2,
"network_redundancy_score": 0.388,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 75... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 84.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forec... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.8,
"occupancy_90d": 0.948,
"rent_growth_30d_pct": 1.86,
"rent_growth_90d_pct": 1.94,
"tenant_expansion_probability": 0.503
} | {
"annualized_noi_impact_usd": -17317,
"annualized_revenue_impact_usd": -28744,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 448038,
"expansion_capture_probability_post_event": 0.409,
"lease_rate_change_pct": 0.46,
"occupancy_shift": -0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.7
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.9
},
{
"action": "activate_temp_lab... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.343,
"demand_pressure": 0.534,
"entitlement_friction": 0.491,
"labor_shortage": 0.842,
"portfolio_tightness": 0.594,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-103490",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:30:00Z",
"trace_id": "6393dd5d-d8e9-43d1-891e-abce68868acc"
} | {
"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": 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": 0.119,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.222,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.2,
"battery_mwh": 3.47,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 87,
"facility_id": "FAC-89BCE84639",
"grid_service_limit_mw": 21.97,
"gross_sqft": 875736,
"infill_site": false,
"lease_expiry_months": 56,
"... | {
"capital_availability": 0.138,
"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.634,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.195,
"nearby_nodes": 4,
"network_redundancy_score": 0.58,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1044459... | [
{
"appointment_fill_pct": 75.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 78.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 23.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.976,
"rent_growth_30d_pct": -0.82,
"rent_growth_90d_pct": 1.47,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": -179496,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 741158,
"expansion_capture_probability_post_event": 0.096,
"lease_rate_change_pct": -1.55,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.64
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.14
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.675,
"capital_availability": 0.138,
"demand_pressure": 0.31,
"entitlement_friction": 0.195,
"labor_shortage": 0.861,
"portfolio_tightness": 0.351,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-103491",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:41:00Z",
"trace_id": "d0261dc2-dd71-4eab-a43b-30e8985fa899"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.216,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.239,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.74,
"battery_mwh": 12.44,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-21900C6171",
"grid_service_limit_mw": 17.7,
"gross_sqft": 888915,
"infill_site": false,
"lease_expiry_months": 71,
"occ... | {
"capital_availability": 0.944,
"cluster_utilization_pct": 0.925,
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"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.37,
"nearby_nodes": 6,
"network_redundancy_score": 0.353,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 90.9,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 83.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 65.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.2,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.685,
"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": 2.32,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.5,
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"rent_growth_30d_pct": 3.42,
"rent_growth_90d_pct": 5.37,
"tenant_expansion_probability": 0.521
} | {
"annualized_noi_impact_usd": 80478,
"annualized_revenue_impact_usd": 109042,
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"expansion_capture_probability_post_event": 0.474,
"lease_rate_change_pct": 2.71,
"occupancy_shift": 0.018,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.88
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.84
},
{
"action": "deplo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.054,
"capital_availability": 0.944,
"demand_pressure": 0.51,
"entitlement_friction": 0.37,
"labor_shortage": 0.636,
"portfolio_tightness": 0.486,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-103492",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:30:00Z",
"trace_id": "93844f6e-1c0d-4a14-b1e4-22ad6cfd6835"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.405,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.293,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.79,
"battery_mwh": 7.35,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 74,
"facility_id": "FAC-62747CBAAF",
"grid_service_limit_mw": 6.56,
"gross_sqft": 741489,
"infill_site": true,
"lease_expiry_months": 54,
"occupa... | {
"capital_availability": 0.341,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.713,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.56,
"nearby_nodes": 5,
"network_redundancy_score": 0.621,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 166... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51,
"dock_utilization_pct": 85.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.863,
"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": 2.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.3,
"occupancy_90d": 0.889,
"rent_growth_30d_pct": 3.17,
"rent_growth_90d_pct": 3.66,
"tenant_expansion_probability": 0.613
... | {
"annualized_noi_impact_usd": 18562,
"annualized_revenue_impact_usd": 29857,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 762504,
"expansion_capture_probability_post_event": 0.473,
"lease_rate_change_pct": 1.63,
"occupancy_shift": -0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 53.02
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 45.21
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.341,
"demand_pressure": 0.571,
"entitlement_friction": 0.56,
"labor_shortage": 0.962,
"portfolio_tightness": 0.693,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-103493",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:52:00Z",
"trace_id": "b9d6244a-7339-4b58-a4da-224eb08a32ef"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-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": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.407,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.141,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.47,
"battery_mwh": 2.36,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-B778CA16AA",
"grid_service_limit_mw": 21.61,
"gross_sqft": 352569,
"infill_site": false,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.276,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.48,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.442,
"nearby_nodes": 6,
"network_redundancy_score": 0.422,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 93.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 86.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.72,
"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",
"forecast... | {
"build_vs_buy_score": 2.14,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.82,
"rent_growth_90d_pct": 5.12,
"tenant_expansion_probability": 0.726
} | {
"annualized_noi_impact_usd": 30713,
"annualized_revenue_impact_usd": 45760,
"cap_rate_pressure_pct": 0.09,
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"expansion_capture_probability_post_event": 0.676,
"lease_rate_change_pct": 3.84,
"occupancy_shift": 0.011,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 47.28
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.05
},
{
"action": "deplo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.301,
"capital_availability": 0.276,
"demand_pressure": 0.711,
"entitlement_friction": 0.442,
"labor_shortage": 0.742,
"portfolio_tightness": 0.465,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-103494",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:12:00Z",
"trace_id": "ede06c96-526d-4a71-9d77-00edfa6179b1"
} | {
"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"
},
{
... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.351,
"seasonality": 0.33,
"se... | {
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"battery_mwh": 10.55,
"building_class": "class_a",
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"cold_storage_enabled": false,
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"facility_id": "FAC-8907B8A405",
"grid_service_limit_mw": 22.42,
"gross_sqft": 1453802,
"infill_site": false,
"lease_expiry_months": 27,
"... | {
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"network_redundancy_score": 0.609,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"power_load_pct_of_service_limit": 59.5,
"reefer_temp_delta_c": 0.15,
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"lease_rate_change_pct": 0.38,
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{
"action": "shift_overflow_to_satellite",
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"score": 24.96
},
{
"action": "hold_service_... | {
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"labor_shortage": 0.618,
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-103495",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:27:00Z",
"trace_id": "e4c604d1-1ffc-4038-917f-1dbfc4a0aaae"
} | {
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"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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},
{
"action": "validated_operational_friction",
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... | {
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"LOG-QLT-002",
"LOG-RET-009"
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"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "strategic",
"risk_of_churn": 0.305,
"seasonality": 0.74,
"service_l... | {
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"grid_service_limit_mw": 19.71,
"gross_sqft": 1023629,
"infill_site": false,
"lease_expiry_months": 21... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.683,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"reefer_temp_delta_c": 0.85,
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... | {
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},
{
"action": "rebalance_carrier_mix",
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"score": 25.58
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{
"action": "defer_noncrit... | {
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"p... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-103496",
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"status": "triaged",
"timestamp": "2026-01-01T16:46:00Z",
"trace_id": "eb2d9eaa-164f-429f-ae6e-61bb9642ca06"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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{... | {
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"LOG-CST-005"
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"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
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"risk_of_churn": 0.23,
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"... | {
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"network_redundancy_score": 0.768,
"portfolio_cluster": "chicago_joliet",
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... | [
{
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"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.4,
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} | {
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"score": 43.29
},
{
"action": "shift_overflow_to_satellite",
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"score": 35.21
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{
... | {
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1.0.0-forge-industrial-sample | {
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"status": "decision_pending",
"timestamp": "2026-01-01T15:11:00Z",
"trace_id": "02595a7b-839c-44d4-a084-ad4f62af25d0"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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},
{
"action": "validated_operational_friction",
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{... | {
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"LOG-SLA-002",
"LOG-CST-005"
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"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"se... | {
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"building_class": "class_a",
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"grid_service_limit_mw": 11.23,
"gross_sqft": 1180373,
"infill_site": true,
"lease_expiry_months": 23,
"oc... | {
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"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"power_load_pct_of_service_limit": 68.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fill_ra... | {
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} | {
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"score": 37.48
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.25
},
{
"action": "rebalance... | {
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"pow... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-103498",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:40:00Z",
"trace_id": "7cb3a5c9-8445-480b-a434-6a6f800c49d7"
} | {
"airport_proximity_km": 28,
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{... | {
"class": "Infrastructure_Bottleneck",
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"retention_priority": "standard",
"risk_of_churn": 0.322,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 21.84,
"gross_sqft": 1256894,
"infill_site": true,
"lease_expiry_months": 44,
... | {
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"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 84.1,
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"power_load_pct_of_service_limit": 52.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_... | {
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"forecast_... | {
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"rent_growth_30d_pct": 1.27,
"rent_growth_90d_pct": 2.09,
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} | {
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"service_penalty_risk_... | {
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{
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"score": 30.34
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.43
},
{
"action": "rebalance_carri... | {
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-103499",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:25:00Z",
"trace_id": "12419171-1554-46be-a3fa-2d73179870e1"
} | {
"airport_proximity_km": 28,
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"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"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": 0.384,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.081,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.6,
"battery_mwh": 11.31,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-8A8A75280F",
"grid_service_limit_mw": 20.35,
"gross_sqft": 772767,
"infill_site": true,
"lease_expiry_months": 16,
"occu... | {
"capital_availability": 0.431,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.752,
"cross_node_rebalancing_capacity_pct": 0.196,
"entitlement_friction": 0.628,
"nearby_nodes": 2,
"network_redundancy_score": 0.585,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 96.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 57.1,
"dock_utilization_pct": 92.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.833,
"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": 2.03,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 3.27,
"rent_growth_90d_pct": 3.47,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 146094,
"annualized_revenue_impact_usd": 197453,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 405553,
"expansion_capture_probability_post_event": 0.538,
"lease_rate_change_pct": 2.48,
"occupancy_shift": 0.036,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 49.63
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.61
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.644,
"capital_availability": 0.431,
"demand_pressure": 1,
"entitlement_friction": 0.628,
"labor_shortage": 0.813,
"portfolio_tightness": 0.49,
"powe... |
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