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": 0.815,
"id": "FORGE-102400",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:34:00Z",
"trace_id": "bd3bbc59-995f-4002-b658-e268c7a9f705"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"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": 0.299,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.084,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.39,
"battery_mwh": 3.5,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-DCBDD8565D",
"grid_service_limit_mw": 21.61,
"gross_sqft": 178065,
"infill_site": false,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.241,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.337,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.114,
"nearby_nodes": 3,
"network_redundancy_score": 0.722,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 22238,
... | [
{
"appointment_fill_pct": 90.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.8,
"dock_utilization_pct": 87.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 50.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.1,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 1.9,
"rent_growth_90d_pct": 0.67,
"tenant_expansion_probability": 0.461
} | {
"annualized_noi_impact_usd": 7012,
"annualized_revenue_impact_usd": 11221,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 601740,
"expansion_capture_probability_post_event": 0.378,
"lease_rate_change_pct": -0.06,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.93
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.93
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.754,
"capital_availability": 0.241,
"demand_pressure": 0.758,
"entitlement_friction": 0.114,
"labor_shortage": 0.72,
"portfolio_tightness": 0.412,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-102401",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:51:00Z",
"trace_id": "be5c9df2-7c5b-45c0-939d-ae45d290e6fe"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"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": 0.335,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.76,
"battery_mwh": 3.98,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 137,
"facility_id": "FAC-D8329B7692",
"grid_service_limit_mw": 20.72,
"gross_sqft": 1376305,
"infill_site": false,
"lease_expiry_months": 19,
"o... | {
"capital_availability": 0.384,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.475,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.135,
"nearby_nodes": 2,
"network_redundancy_score": 0.795,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.4,
"dock_utilization_pct": 80.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.646,
"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": 2.15,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.4,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": 2.42,
"rent_growth_90d_pct": 4.96,
"tenant_expansion_probability": 0.308
} | {
"annualized_noi_impact_usd": 1987,
"annualized_revenue_impact_usd": 3070,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 356575,
"expansion_capture_probability_post_event": 0.285,
"lease_rate_change_pct": 1.49,
"occupancy_shift": 0.011,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.29
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 23.74
},
{
"action": "monitor_and_stage",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.515,
"capital_availability": 0.384,
"demand_pressure": 0.38,
"entitlement_friction": 0.135,
"labor_shortage": 0.66,
"portfolio_tightness": 0.489,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-102402",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:52:00Z",
"trace_id": "71f5f149-d365-4447-a531-6e61a3b36c14"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.3,
"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": 0.039,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.102,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.71,
"battery_mwh": 7.82,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-B0F975F926",
"grid_service_limit_mw": 15.35,
"gross_sqft": 990298,
"infill_site": false,
"lease_expiry_months": 50,
"occ... | {
"capital_availability": 0.093,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.537,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.377,
"nearby_nodes": 4,
"network_redundancy_score": 0.339,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38,
"dock_utilization_pct": 79.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.726,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.78,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.3,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": -0.12,
"rent_growth_90d_pct": 0.1,
"tenant_expansion_probability": 0.229
} | {
"annualized_noi_impact_usd": -107847,
"annualized_revenue_impact_usd": -174723,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 464693,
"expansion_capture_probability_post_event": 0.157,
"lease_rate_change_pct": -2.21,
"occupancy_shift": 0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.73
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.96
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.311,
"capital_availability": 0.093,
"demand_pressure": 0.356,
"entitlement_friction": 0.377,
"labor_shortage": 0.679,
"portfolio_tightness": 0.373,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-102403",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:09:00Z",
"trace_id": "d6bffcaf-e7e5-43e7-a3d2-56d578daa8a7"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.24,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.22,
"seasonality": 0.49,
"service_level_target": 0.... | {
"automation_penetration": 0.23,
"battery_mwh": 5.8,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 55,
"facility_id": "FAC-0AB4F74FDA",
"grid_service_limit_mw": 14.32,
"gross_sqft": 559260,
"infill_site": true,
"lease_expiry_months": 32,
"o... | {
"capital_availability": 0.515,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.612,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.34,
"nearby_nodes": 2,
"network_redundancy_score": 0.558,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 91.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 83.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.8,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.827,
"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": 2.56,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.5,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 2.31,
"rent_growth_90d_pct": 2.06,
"tenant_expansion_probability": 0.393... | {
"annualized_noi_impact_usd": -85342,
"annualized_revenue_impact_usd": -127508,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 637698,
"expansion_capture_probability_post_event": 0.272,
"lease_rate_change_pct": -0.26,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 47.37
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 39.78
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.592,
"capital_availability": 0.515,
"demand_pressure": 0.515,
"entitlement_friction": 0.34,
"labor_shortage": 0.744,
"portfolio_tightness": 0.621,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-102404",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:27:00Z",
"trace_id": "4a2a4430-5afb-498a-9cfe-926cbfe76220"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.9,
"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": 0.433,
"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_tar... | {
"automation_penetration": 0.41,
"battery_mwh": 5.7,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 145,
"facility_id": "FAC-D5E80390CF",
"grid_service_limit_mw": 14.7,
"gross_sqft": 1454755,
"infill_site": true,
"lease_expiry_months": 47,
"occu... | {
"capital_availability": 0.358,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.392,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.62,
"nearby_nodes": 7,
"network_redundancy_score": 0.86,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 178... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 53.5,
"dock_utilization_pct": 89.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.834,
"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": 1.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.3,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": 2.09,
"rent_growth_90d_pct": 1.36,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 181073,
"annualized_revenue_impact_usd": 234149,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 617952,
"expansion_capture_probability_post_event": 0.54,
"lease_rate_change_pct": 1.08,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.16
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.42
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.721,
"capital_availability": 0.358,
"demand_pressure": 0.875,
"entitlement_friction": 0.62,
"labor_shortage": 0.801,
"portfolio_tightness": 0.433,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-102405",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:17:00Z",
"trace_id": "57c63f3f-8c54-49ff-b0e3-047181de36c3"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.438,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.209,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.81,
"battery_mwh": 12.4,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 103,
"facility_id": "FAC-E060AF3210",
"grid_service_limit_mw": 11.64,
"gross_sqft": 1039563,
"infill_site": true,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.146,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.697,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.694,
"nearby_nodes": 8,
"network_redundancy_score": 0.437,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 83.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.4,
"dock_utilization_pct": 85.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.851,
"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": 2.36,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.6,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 2.57,
"rent_growth_90d_pct": 2.25,
"tenant_expansion_probability": 0.638
} | {
"annualized_noi_impact_usd": 86863,
"annualized_revenue_impact_usd": 138332,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 678090,
"expansion_capture_probability_post_event": 0.502,
"lease_rate_change_pct": 0.88,
"occupancy_shift": 0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 54.66
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.92
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.832,
"capital_availability": 0.146,
"demand_pressure": 0.601,
"entitlement_friction": 0.694,
"labor_shortage": 0.997,
"portfolio_tightness": 0.695,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-102406",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:02:00Z",
"trace_id": "8874f755-fb34-4688-8cd3-61ca77bc3e0d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.142,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.348,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.73,
"battery_mwh": 4.74,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-05F4B6631A",
"grid_service_limit_mw": 11.99,
"gross_sqft": 1120776,
"infill_site": false,
"lease_expiry_months": 66,
"o... | {
"capital_availability": 0.511,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.793,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.385,
"nearby_nodes": 6,
"network_redundancy_score": 0.777,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 92,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.4,
"dock_utilization_pct": 87.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"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,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.4,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 3.26,
"rent_growth_90d_pct": 2.63,
"tenant_expansion_probability": 0.346
} | {
"annualized_noi_impact_usd": -45910,
"annualized_revenue_impact_usd": -75544,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 500574,
"expansion_capture_probability_post_event": 0.255,
"lease_rate_change_pct": 0.1,
"occupancy_shift": 0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.93
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.4
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.274,
"capital_availability": 0.511,
"demand_pressure": 0.706,
"entitlement_friction": 0.385,
"labor_shortage": 0.605,
"portfolio_tightness": 0.572,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-102407",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T22:31:00Z",
"trace_id": "64796b05-6838-4d55-a43b-35387320c6bb"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.246,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.314,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.53,
"battery_mwh": 6.47,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 108,
"facility_id": "FAC-EF4692C173",
"grid_service_limit_mw": 16.99,
"gross_sqft": 1083942,
"infill_site": false,
"lease_expiry_months": 62,
"oc... | {
"capital_availability": 0.159,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.661,
"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.696,
"nearby_nodes": 7,
"network_redundancy_score": 0.828,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.7,
"dock_utilization_pct": 81.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forec... | {
"build_vs_buy_score": 1.36,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.7,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": -1.11,
"rent_growth_90d_pct": -0.05,
"tenant_expansion_probability": 0.347... | {
"annualized_noi_impact_usd": -123648,
"annualized_revenue_impact_usd": -196640,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 60,
"estimated_capex_usd": 633674,
"expansion_capture_probability_post_event": 0.234,
"lease_rate_change_pct": -1.44,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.27
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.25
},
{
"action": "deploy_peak_shaving",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.818,
"capital_availability": 0.159,
"demand_pressure": 0.446,
"entitlement_friction": 0.696,
"labor_shortage": 0.535,
"portfolio_tightness": 0.33,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-102408",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:14:00Z",
"trace_id": "b1d1f04b-cf0d-4cd9-94ac-7d1d653e6640"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": -0.01,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.354,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.32,
"battery_mwh": 7.38,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 66,
"facility_id": "FAC-0520DD51AF",
"grid_service_limit_mw": 22.76,
"gross_sqft": 661501,
"infill_site": true,
"lease_expiry_months": 45,
"... | {
"capital_availability": 0.42,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.339,
"cross_node_rebalancing_capacity_pct": 0.196,
"entitlement_friction": 0.48,
"nearby_nodes": 3,
"network_redundancy_score": 0.721,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 78.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.8,
"dock_utilization_pct": 80.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 83,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"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": 1.81,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.6,
"occupancy_90d": 0.887,
"rent_growth_30d_pct": 0.92,
"rent_growth_90d_pct": 0.04,
"tenant_expansion_probability": 0.136
} | {
"annualized_noi_impact_usd": -155432,
"annualized_revenue_impact_usd": -230026,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 90,
"estimated_capex_usd": 674967,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.61,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.2
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.91
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.555,
"capital_availability": 0.42,
"demand_pressure": 0.346,
"entitlement_friction": 0.48,
"labor_shortage": 0.805,
"portfolio_tightness": 0.569,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-102409",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:54:00Z",
"trace_id": "54b1bca6-798e-4f1d-a85a-03c0c8e123e1"
} | {
"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": 8.4,
"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": 0.166,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.194,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.58,
"battery_mwh": 2.05,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-1EB69DCA53",
"grid_service_limit_mw": 6.67,
"gross_sqft": 1197082,
"infill_site": true,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.496,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.364,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.716,
"nearby_nodes": 6,
"network_redundancy_score": 0.41,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 519... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 85.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"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": 2.65,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 3.31,
"rent_growth_90d_pct": 3.6,
"tenant_expansion_probability": 0.432
} | {
"annualized_noi_impact_usd": 20120,
"annualized_revenue_impact_usd": 31926,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 627859,
"expansion_capture_probability_post_event": 0.325,
"lease_rate_change_pct": 0.35,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.59
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.38
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.295,
"capital_availability": 0.496,
"demand_pressure": 0.585,
"entitlement_friction": 0.716,
"labor_shortage": 1,
"portfolio_tightness": 0.707,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-102410",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:06:00Z",
"trace_id": "61344c37-02c2-454d-8175-8eaf3da0fe6e"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.018,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.328,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.68,
"battery_mwh": 2.52,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 114,
"facility_id": "FAC-8210F18B51",
"grid_service_limit_mw": 11.53,
"gross_sqft": 1143243,
"infill_site": false,
"lease_expiry_months": 67,
"oc... | {
"capital_availability": 0.286,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.443,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.577,
"nearby_nodes": 4,
"network_redundancy_score": 0.322,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 209... | [
{
"appointment_fill_pct": 90.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.7,
"dock_utilization_pct": 86.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.836,
"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": 2.44,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.1,
"occupancy_90d": 0.981,
"rent_growth_30d_pct": 2.89,
"rent_growth_90d_pct": 4.05,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -437497,
"annualized_revenue_impact_usd": -607504,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 647325,
"expansion_capture_probability_post_event": 0.054,
"lease_rate_change_pct": -0.68,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.18
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.42
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.723,
"capital_availability": 0.286,
"demand_pressure": 0.636,
"entitlement_friction": 0.577,
"labor_shortage": 0.889,
"portfolio_tightness": 0.677,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-102411",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:01:00Z",
"trace_id": "ef2fcc13-bfbc-43a8-948e-03f9b372c3e4"
} | {
"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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.324,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.229,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.35,
"battery_mwh": 11.5,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-E882D88E84",
"grid_service_limit_mw": 13.88,
"gross_sqft": 540300,
"infill_site": true,
"lease_expiry_months": 23,
"occu... | {
"capital_availability": 0.632,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.787,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.362,
"nearby_nodes": 6,
"network_redundancy_score": 0.699,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 868... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 85.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.72,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.4,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 1.08,
"rent_growth_90d_pct": 2.63,
"tenant_expansion_probability": 0.553
} | {
"annualized_noi_impact_usd": 33127,
"annualized_revenue_impact_usd": 48559,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 426140,
"expansion_capture_probability_post_event": 0.484,
"lease_rate_change_pct": 1.94,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.58
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.65
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.407,
"capital_availability": 0.632,
"demand_pressure": 0.658,
"entitlement_friction": 0.362,
"labor_shortage": 0.715,
"portfolio_tightness": 0.349,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-102412",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:57:00Z",
"trace_id": "899abf0f-77aa-4c2a-b922-d0348039cee7"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"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": 0.096,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.049,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.33,
"battery_mwh": 10.86,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-597870063B",
"grid_service_limit_mw": 12.12,
"gross_sqft": 682544,
"infill_site": true,
"lease_expiry_months": 29,
"occ... | {
"capital_availability": 0.507,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.61,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.608,
"nearby_nodes": 6,
"network_redundancy_score": 0.56,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.6,
"dock_utilization_pct": 79.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 68.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.3,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 0.83,
"rent_growth_90d_pct": 2.92,
"tenant_expansion_probability": 0.256
} | {
"annualized_noi_impact_usd": -124147,
"annualized_revenue_impact_usd": -161910,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 673283,
"expansion_capture_probability_post_event": 0.134,
"lease_rate_change_pct": -0.84,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.1
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.69
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.576,
"capital_availability": 0.507,
"demand_pressure": 0.302,
"entitlement_friction": 0.608,
"labor_shortage": 0.855,
"portfolio_tightness": 0.607,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-102413",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:54:00Z",
"trace_id": "f96c5ab9-99a8-44b0-b913-ac3f075c10de"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.409,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.294,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.55,
"battery_mwh": 5.85,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-2C06693B6C",
"grid_service_limit_mw": 22.82,
"gross_sqft": 691814,
"infill_site": false,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.037,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.299,
"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.45,
"nearby_nodes": 2,
"network_redundancy_score": 0.723,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 748511,
... | [
{
"appointment_fill_pct": 99.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.1,
"dock_utilization_pct": 92.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"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": 1.92,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.4,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 3.34,
"rent_growth_90d_pct": 5.29,
"tenant_expansion_probability": 0.654
} | {
"annualized_noi_impact_usd": 146135,
"annualized_revenue_impact_usd": 235234,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 513919,
"expansion_capture_probability_post_event": 0.584,
"lease_rate_change_pct": 4.6,
"occupancy_shift": 0.025,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.52
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.66
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.517,
"capital_availability": 0.037,
"demand_pressure": 1,
"entitlement_friction": 0.45,
"labor_shortage": 0.595,
"portfolio_tightness": 0.45,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-102414",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:20:00Z",
"trace_id": "ff6a6d1f-110b-4c7a-a2ae-775deb323a4c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.251,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.241,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.81,
"battery_mwh": 6.72,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-CC422D5870",
"grid_service_limit_mw": 18.45,
"gross_sqft": 779465,
"infill_site": true,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.733,
"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.445,
"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.507,
"nearby_nodes": 5,
"network_redundancy_score": 0.851,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 79.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 84,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"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": 1.71,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 0.97,
"rent_growth_90d_pct": 3.46,
"tenant_expansion_probability": 0.461
} | {
"annualized_noi_impact_usd": 12755,
"annualized_revenue_impact_usd": 17130,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 434156,
"expansion_capture_probability_post_event": 0.373,
"lease_rate_change_pct": 1.55,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.97
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.28
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.39,
"capital_availability": 0.733,
"demand_pressure": 0.577,
"entitlement_friction": 0.507,
"labor_shortage": 0.772,
"portfolio_tightness": 0.405,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-102415",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:42:00Z",
"trace_id": "ea36a845-86d7-40ca-a059-95bac6758a47"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.381,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.392,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.26,
"battery_mwh": 1.2,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 92,
"facility_id": "FAC-D5914CD496",
"grid_service_limit_mw": 15.06,
"gross_sqft": 920549,
"infill_site": true,
"lease_expiry_months": 18,
"occupa... | {
"capital_availability": 0.454,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.344,
"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.246,
"nearby_nodes": 6,
"network_redundancy_score": 0.815,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2172734... | [
{
"appointment_fill_pct": 92.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.3,
"dock_utilization_pct": 89.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 83.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"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",
"forecas... | {
"build_vs_buy_score": 2.16,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.1,
"occupancy_90d": 0.977,
"rent_growth_30d_pct": 3.93,
"rent_growth_90d_pct": 5.54,
"tenant_expansion_probability": 0.612
} | {
"annualized_noi_impact_usd": 150174,
"annualized_revenue_impact_usd": 235745,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 644972,
"expansion_capture_probability_post_event": 0.553,
"lease_rate_change_pct": 3.86,
"occupancy_shift": 0.023,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 47.11
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 39.19
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.608,
"capital_availability": 0.454,
"demand_pressure": 0.878,
"entitlement_friction": 0.246,
"labor_shortage": 0.606,
"portfolio_tightness": 0.398,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-102416",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:57:00Z",
"trace_id": "e7105dfc-07b9-4e72-87cf-8da7c8c55409"
} | {
"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.264,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.114,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.18,
"battery_mwh": 10.99,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-80FBF8E66D",
"grid_service_limit_mw": 10.25,
"gross_sqft": 1116610,
"infill_site": false,
"lease_expiry_months": 54,
"... | {
"capital_availability": 0.056,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.481,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.784,
"nearby_nodes": 5,
"network_redundancy_score": 0.513,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 936... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 82.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 67.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"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_pr... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.5,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 2.08,
"rent_growth_90d_pct": 0.74,
"tenant_expansion_probability": 0.48
} | {
"annualized_noi_impact_usd": -62207,
"annualized_revenue_impact_usd": -99739,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 698221,
"expansion_capture_probability_post_event": 0.348,
"lease_rate_change_pct": -1.51,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.06
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.91
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.58,
"capital_availability": 0.056,
"demand_pressure": 0.42,
"entitlement_friction": 0.784,
"labor_shortage": 1,
"portfolio_tightness": 0.717,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-102417",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:13:00Z",
"trace_id": "3ab245e5-9a11-4cd1-81f1-399b6c6e6358"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"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": -0.02,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.374,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.19,
"battery_mwh": 3.04,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-7E18A59667",
"grid_service_limit_mw": 13.04,
"gross_sqft": 949323,
"infill_site": false,
"lease_expiry_months": 69,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.685,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.705,
"nearby_nodes": 5,
"network_redundancy_score": 0.85,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 80.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.725,
"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": 2.36,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.6,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 0.61,
"rent_growth_90d_pct": 3.06,
"tenant_expansion_probability": 0.206
} | {
"annualized_noi_impact_usd": -215644,
"annualized_revenue_impact_usd": -294335,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 544960,
"expansion_capture_probability_post_event": 0.119,
"lease_rate_change_pct": -0.77,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.68
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.18
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.668,
"capital_availability": 0,
"demand_pressure": 0.361,
"entitlement_friction": 0.705,
"labor_shortage": 0.828,
"portfolio_tightness": 0.573,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.872,
"id": "FORGE-102418",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:57:00Z",
"trace_id": "0f10d909-f58b-42b7-ac04-d85e5bcbd6de"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"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": 0.32,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.347,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.51,
"battery_mwh": 7.14,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-3F3ED1EC14",
"grid_service_limit_mw": 18.71,
"gross_sqft": 1257549,
"infill_site": false,
"lease_expiry_months": 27,
"o... | {
"capital_availability": 0.328,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.545,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.282,
"nearby_nodes": 7,
"network_redundancy_score": 0.741,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.7,
"dock_utilization_pct": 86.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"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": 1.91,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.2,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 2.85,
"rent_growth_90d_pct": 4.49,
"tenant_expansion_probability": 0.529
} | {
"annualized_noi_impact_usd": -3014,
"annualized_revenue_impact_usd": -4716,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 45,
"estimated_capex_usd": 468301,
"expansion_capture_probability_post_event": 0.441,
"lease_rate_change_pct": 2.98,
"occupancy_shift": 0.002,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.36
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.94
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.52,
"capital_availability": 0.328,
"demand_pressure": 0.659,
"entitlement_friction": 0.282,
"labor_shortage": 0.614,
"portfolio_tightness": 0.578,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-102419",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:32:00Z",
"trace_id": "bc5187dc-b55e-4888-95f9-56ebac7f8b9b"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.298,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.234,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.42,
"battery_mwh": 0.22,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 89,
"facility_id": "FAC-3D8F7E6AF7",
"grid_service_limit_mw": 18.03,
"gross_sqft": 895214,
"infill_site": true,
"lease_expiry_months": 36,
"occup... | {
"capital_availability": 0.357,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.628,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.133,
"nearby_nodes": 5,
"network_redundancy_score": 0.65,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1744536... | [
{
"appointment_fill_pct": 92,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 84.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.823,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 1.27,
"rent_growth_90d_pct": 1.08,
"tenant_expansion_probability": 0.423
} | {
"annualized_noi_impact_usd": -39543,
"annualized_revenue_impact_usd": -67679,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 724903,
"expansion_capture_probability_post_event": 0.317,
"lease_rate_change_pct": -0.17,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 44.69
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 37.07
},
{
"action": "offer_preemptive_ex... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.64,
"capital_availability": 0.357,
"demand_pressure": 0.578,
"entitlement_friction": 0.133,
"labor_shortage": 0.675,
"portfolio_tightness": 0.43,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-102420",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:04:00Z",
"trace_id": "ea6595f3-c060-4749-a8db-76f43b959f2a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.22,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.437,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.4,
"battery_mwh": 4.15,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-DEE8BC1F9F",
"grid_service_limit_mw": 20.13,
"gross_sqft": 991675,
"infill_site": false,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.239,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.436,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.436,
"nearby_nodes": 7,
"network_redundancy_score": 0.42,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 83.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 63.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.62,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 0.91,
"rent_growth_90d_pct": 2.38,
"tenant_expansion_probability": 0.391
} | {
"annualized_noi_impact_usd": -37263,
"annualized_revenue_impact_usd": -49587,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 528946,
"expansion_capture_probability_post_event": 0.3,
"lease_rate_change_pct": 0.45,
"occupancy_shift": -0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.49
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34
},
{
"action": "defer_noncritical_projects",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.838,
"capital_availability": 0.239,
"demand_pressure": 0.542,
"entitlement_friction": 0.436,
"labor_shortage": 0.747,
"portfolio_tightness": 0.487,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-102421",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:09:00Z",
"trace_id": "05b84a7c-a27f-47c4-a5c7-89a4df63f690"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"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": -0.023,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.38,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.32,
"battery_mwh": 3.14,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-26552E92F3",
"grid_service_limit_mw": 8.01,
"gross_sqft": 1293368,
"infill_site": true,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.29,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.505,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.368,
"nearby_nodes": 7,
"network_redundancy_score": 0.497,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 215... | [
{
"appointment_fill_pct": 82.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 79.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 47.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"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": 2.54,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.8,
"occupancy_90d": 0.948,
"rent_growth_30d_pct": 1.09,
"rent_growth_90d_pct": 0.06,
"tenant_expansion_probability": 0.19... | {
"annualized_noi_impact_usd": -656052,
"annualized_revenue_impact_usd": -872159,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 60,
"estimated_capex_usd": 457208,
"expansion_capture_probability_post_event": 0.093,
"lease_rate_change_pct": -3.33,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.44
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.45
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.568,
"capital_availability": 0.29,
"demand_pressure": 0.312,
"entitlement_friction": 0.368,
"labor_shortage": 1,
"portfolio_tightness": 0.596,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-102422",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:59:00Z",
"trace_id": "edc5c1ee-773c-4a4a-ae35-4b7bd9577d01"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.377,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.399,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.28,
"battery_mwh": 1.37,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-3FA37A9FDF",
"grid_service_limit_mw": 16.92,
"gross_sqft": 1125931,
"infill_site": false,
"lease_expiry_months": 23,... | {
"capital_availability": 0.348,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.271,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.393,
"nearby_nodes": 3,
"network_redundancy_score": 0.551,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 811868... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 90.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"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": 2.04,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.9,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 3.24,
"rent_growth_90d_pct": 5.6,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 169524,
"annualized_revenue_impact_usd": 232339,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 441309,
"expansion_capture_probability_post_event": 0.556,
"lease_rate_change_pct": 4.46,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.31
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.62
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.369,
"capital_availability": 0.348,
"demand_pressure": 0.877,
"entitlement_friction": 0.393,
"labor_shortage": 0.669,
"portfolio_tightness": 0.48,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-102423",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:47:00Z",
"trace_id": "9d911774-3877-4a3b-8f2d-30cb7f2fe2f0"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"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": -0.023,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.292,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.71,
"battery_mwh": 5.77,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-893E571353",
"grid_service_limit_mw": 22.93,
"gross_sqft": 759741,
"infill_site": false,
"lease_expiry_months": 19,
"occ... | {
"capital_availability": 0.484,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.603,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.703,
"nearby_nodes": 2,
"network_redundancy_score": 0.844,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 330094... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 81.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"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": 1.74,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.4,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 0.13,
"rent_growth_90d_pct": 1.68,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -173638,
"annualized_revenue_impact_usd": -223694,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 60,
"estimated_capex_usd": 687440,
"expansion_capture_probability_post_event": 0.023,
"lease_rate_change_pct": -2.34,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.95
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.77
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.758,
"capital_availability": 0.484,
"demand_pressure": 0.404,
"entitlement_friction": 0.703,
"labor_shortage": 0.833,
"portfolio_tightness": 0.501,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-102424",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:25:00Z",
"trace_id": "2a2802d3-b7c3-46a7-a416-5cc721a596bc"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.195,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.34,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.42,
"battery_mwh": 7.76,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 115,
"facility_id": "FAC-D1C7E59EB3",
"grid_service_limit_mw": 21.27,
"gross_sqft": 1150819,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.192,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.67,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.162,
"nearby_nodes": 2,
"network_redundancy_score": 0.641,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 84.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23,
"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.21,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.8,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 2.02,
"rent_growth_90d_pct": 3.58,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -145023,
"annualized_revenue_impact_usd": -217027,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 614828,
"expansion_capture_probability_post_event": 0.2,
"lease_rate_change_pct": 0.46,
"occupancy_shift": -0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.82
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.74
},
{
"action": "escal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.677,
"capital_availability": 0.192,
"demand_pressure": 0.559,
"entitlement_friction": 0.162,
"labor_shortage": 0.853,
"portfolio_tightness": 0.546,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-102425",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:46:00Z",
"trace_id": "14f3b382-a91e-4e88-97ff-045ff584645a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"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": 0.311,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.379,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.31,
"battery_mwh": 11.66,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 69,
"facility_id": "FAC-38EBAF5227",
"grid_service_limit_mw": 17.39,
"gross_sqft": 699776,
"infill_site": false,
"lease_expiry_months": 47,
"occ... | {
"capital_availability": 0.76,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.761,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.452,
"nearby_nodes": 6,
"network_redundancy_score": 0.486,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.9,
"dock_utilization_pct": 83.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.22,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.4,
"occupancy_90d": 0.874,
"rent_growth_30d_pct": 1.66,
"rent_growth_90d_pct": 2.26,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -36366,
"annualized_revenue_impact_usd": -50940,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 526984,
"expansion_capture_probability_post_event": 0.383,
"lease_rate_change_pct": 0.91,
"occupancy_shift": -0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.72
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.65
},
{
"action": "shi... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.47,
"capital_availability": 0.76,
"demand_pressure": 0.512,
"entitlement_friction": 0.452,
"labor_shortage": 0.576,
"portfolio_tightness": 0.538,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-102426",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:05:00Z",
"trace_id": "f7bdfd2f-f51f-4fa4-a43b-8db86d7a65ce"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.254,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.398,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.76,
"battery_mwh": 6.06,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-1E913943C1",
"grid_service_limit_mw": 26.24,
"gross_sqft": 1188813,
"infill_site": false,
"lease_expiry_months": 19,... | {
"capital_availability": 0.173,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.679,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.33,
"nearby_nodes": 8,
"network_redundancy_score": 0.492,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.4,
"dock_utilization_pct": 87.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.829,
"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": 2.25,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.4,
"occupancy_90d": 0.889,
"rent_growth_30d_pct": 2.63,
"rent_growth_90d_pct": 3.95,
"tenant_expansion_probability": 0.457
} | {
"annualized_noi_impact_usd": 24960,
"annualized_revenue_impact_usd": 39012,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 621733,
"expansion_capture_probability_post_event": 0.363,
"lease_rate_change_pct": 1.7,
"occupancy_shift": 0.006,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.33
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.82
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.409,
"capital_availability": 0.173,
"demand_pressure": 0.759,
"entitlement_friction": 0.33,
"labor_shortage": 0.84,
"portfolio_tightness": 0.475,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-102427",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:03:00Z",
"trace_id": "29caced1-0468-415a-b5a5-303b05479345"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.011,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.405,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.24,
"battery_mwh": 7.39,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 136,
"facility_id": "FAC-0762AE8733",
"grid_service_limit_mw": 12.57,
"gross_sqft": 1363799,
"infill_site": true,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.484,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.323,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.739,
"nearby_nodes": 5,
"network_redundancy_score": 0.832,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 26... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 80.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.734,
"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": 2.38,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.8,
"occupancy_90d": 0.887,
"rent_growth_30d_pct": 1.21,
"rent_growth_90d_pct": 1.43,
"tenant_expansion_probability": 0.229
} | {
"annualized_noi_impact_usd": -409904,
"annualized_revenue_impact_usd": -653753,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 30,
"estimated_capex_usd": 513207,
"expansion_capture_probability_post_event": 0.133,
"lease_rate_change_pct": -2.11,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.4
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.52
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.777,
"capital_availability": 0.484,
"demand_pressure": 0.296,
"entitlement_friction": 0.739,
"labor_shortage": 0.885,
"portfolio_tightness": 0.713,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-102428",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:25:00Z",
"trace_id": "aac0384c-b954-45a8-a53c-3a6dcc223e3e"
} | {
"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": "Labor_Constraint",
"exposure": "power_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": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.011,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.332,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.55,
"battery_mwh": 12.33,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 109,
"facility_id": "FAC-9BA3831B7A",
"grid_service_limit_mw": 16.13,
"gross_sqft": 1098378,
"infill_site": false,
"lease_expiry_months": 68,
"o... | {
"capital_availability": 0.468,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.772,
"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.582,
"nearby_nodes": 7,
"network_redundancy_score": 0.465,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 73.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 77.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 82.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"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": 1.65,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.6,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": -1.4,
"rent_growth_90d_pct": -1.05,
"tenant_expansion_probability": 0.108
} | {
"annualized_noi_impact_usd": -392121,
"annualized_revenue_impact_usd": -528363,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 90,
"estimated_capex_usd": 759213,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.74,
"occupancy_shift": -0.018,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.37
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.71
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.359,
"capital_availability": 0.468,
"demand_pressure": 0.236,
"entitlement_friction": 0.582,
"labor_shortage": 0.959,
"portfolio_tightness": 0.328,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-102429",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:26:00Z",
"trace_id": "82733af6-70e5-4ce6-8740-8a16fbf449f4"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.075,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.194,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.54,
"battery_mwh": 0.72,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-727BCA72FD",
"grid_service_limit_mw": 13.88,
"gross_sqft": 514485,
"infill_site": false,
"lease_expiry_months": 70,
"occ... | {
"capital_availability": 0.244,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.664,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.197,
"nearby_nodes": 7,
"network_redundancy_score": 0.819,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 788476... | [
{
"appointment_fill_pct": 88.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 81,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.757,
"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": 1.96,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.5,
"occupancy_90d": 0.892,
"rent_growth_30d_pct": 0.17,
"rent_growth_90d_pct": 1.84,
"tenant_expansion_probability": 0.225
} | {
"annualized_noi_impact_usd": -42823,
"annualized_revenue_impact_usd": -64486,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 366658,
"expansion_capture_probability_post_event": 0.146,
"lease_rate_change_pct": -0.74,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.83
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.23
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.505,
"capital_availability": 0.244,
"demand_pressure": 0.426,
"entitlement_friction": 0.197,
"labor_shortage": 0.662,
"portfolio_tightness": 0.373,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.75,
"id": "FORGE-102430",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:24:00Z",
"trace_id": "6d9a17cc-be94-432d-b2ac-f798a2cc0029"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"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": 0.126,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.338,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.36,
"battery_mwh": 4.05,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-8B38E9C1DD",
"grid_service_limit_mw": 16.85,
"gross_sqft": 750193,
"infill_site": false,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.418,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.431,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.426,
"nearby_nodes": 7,
"network_redundancy_score": 0.362,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.8,
"dock_utilization_pct": 83.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 48.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"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": 1.67,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81,
"occupancy_90d": 0.982,
"rent_growth_30d_pct": 1.35,
"rent_growth_90d_pct": 0.17,
"tenant_expansion_probability": 0.294
} | {
"annualized_noi_impact_usd": -51284,
"annualized_revenue_impact_usd": -86948,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 90,
"estimated_capex_usd": 588900,
"expansion_capture_probability_post_event": 0.204,
"lease_rate_change_pct": -1.93,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.23
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.33
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.821,
"capital_availability": 0.418,
"demand_pressure": 0.534,
"entitlement_friction": 0.426,
"labor_shortage": 0.727,
"portfolio_tightness": 0.542,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-102431",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:06:00Z",
"trace_id": "80fb8d4b-0423-4d42-9669-a7521932220c"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.7,
"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": 0.098,
"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_... | {
"automation_penetration": 0.41,
"battery_mwh": 12.24,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-099BC6C029",
"grid_service_limit_mw": 24.58,
"gross_sqft": 1266596,
"infill_site": true,
"lease_expiry_months": 39,... | {
"capital_availability": 0.732,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.354,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.619,
"nearby_nodes": 2,
"network_redundancy_score": 0.802,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 31.6,
"dock_utilization_pct": 84.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 30.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.634,
"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": 2.38,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.1,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 2.94,
"rent_growth_90d_pct": 1.96,
"tenant_expansion_probability": 0.42
... | {
"annualized_noi_impact_usd": 25249,
"annualized_revenue_impact_usd": 39527,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 397267,
"expansion_capture_probability_post_event": 0.4,
"lease_rate_change_pct": -0.16,
"occupancy_shift": 0.018,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 29.59
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 28.06
},
{
"action": "rebalance_carrier_mix",
"reason": "tr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.476,
"capital_availability": 0.732,
"demand_pressure": 0.563,
"entitlement_friction": 0.619,
"labor_shortage": 0.546,
"portfolio_tightness": 0.504,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.745,
"id": "FORGE-102432",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:39:00Z",
"trace_id": "4dd95488-daaa-481a-9a69-11e65c7c3ac7"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "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": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.059,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.321,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.36,
"battery_mwh": 11.27,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-A689CDEAAD",
"grid_service_limit_mw": 10.24,
"gross_sqft": 821212,
"infill_site": false,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.562,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.591,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.455,
"nearby_nodes": 5,
"network_redundancy_score": 0.642,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 53... | [
{
"appointment_fill_pct": 79.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 83.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.748,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.41,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.1,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 2.58,
"tenant_expansion_probability": 0.274
} | {
"annualized_noi_impact_usd": -89540,
"annualized_revenue_impact_usd": -150059,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 513008,
"expansion_capture_probability_post_event": 0.197,
"lease_rate_change_pct": -0.42,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.99
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.47
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.839,
"capital_availability": 0.562,
"demand_pressure": 0.482,
"entitlement_friction": 0.455,
"labor_shortage": 0.783,
"portfolio_tightness": 0.668,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-102433",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:00:00Z",
"trace_id": "39ba3162-3068-4276-bbd6-8f76d3095ba5"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.082,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.161,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.2,
"battery_mwh": 1.34,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-06EF35A4EC",
"grid_service_limit_mw": 14.74,
"gross_sqft": 420213,
"infill_site": false,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.649,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.564,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.537,
"nearby_nodes": 5,
"network_redundancy_score": 0.445,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.3,
"dock_utilization_pct": 79.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.743,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.61,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.2,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": -0.28,
"rent_growth_90d_pct": 0.84,
"tenant_expansion_probability": 0.208
} | {
"annualized_noi_impact_usd": -24997,
"annualized_revenue_impact_usd": -41856,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 30,
"estimated_capex_usd": 481490,
"expansion_capture_probability_post_event": 0.106,
"lease_rate_change_pct": -1.9,
"occupancy_shift": -0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.85
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.76
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.769,
"capital_availability": 0.649,
"demand_pressure": 0.327,
"entitlement_friction": 0.537,
"labor_shortage": 0.62,
"portfolio_tightness": 0.476,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-102434",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:32:00Z",
"trace_id": "bcdf93a4-b376-4f2d-a3d7-08cbd90398a7"
} | {
"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": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.273,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.213,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.68,
"battery_mwh": 0.01,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-290931B265",
"grid_service_limit_mw": 12.6,
"gross_sqft": 1128473,
"infill_site": true,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.089,
"cluster_utilization_pct": 0.99,
"competitive_pressure_score": 0.338,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.548,
"nearby_nodes": 3,
"network_redundancy_score": 0.451,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.9,
"dock_utilization_pct": 83,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.764,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.08,
"rent_growth_90d_pct": 0.19,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 18603,
"annualized_revenue_impact_usd": 26310,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 468094,
"expansion_capture_probability_post_event": 0.436,
"lease_rate_change_pct": -0.86,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.92
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.16
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.277,
"capital_availability": 0.089,
"demand_pressure": 0.514,
"entitlement_friction": 0.548,
"labor_shortage": 0.939,
"portfolio_tightness": 0.444,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-102435",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:37:00Z",
"trace_id": "5dd48558-a7a4-4383-8dcf-ead6d777de39"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.271,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.214,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.81,
"battery_mwh": 1.67,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-018655105C",
"grid_service_limit_mw": 18.03,
"gross_sqft": 403020,
"infill_site": false,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.004,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.583,
"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.223,
"nearby_nodes": 5,
"network_redundancy_score": 0.36,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.7,
"dock_utilization_pct": 86.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.04,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.3,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 2.13,
"rent_growth_90d_pct": 1.43,
"tenant_expansion_probability": 0.451
} | {
"annualized_noi_impact_usd": 12829,
"annualized_revenue_impact_usd": 18458,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 564677,
"expansion_capture_probability_post_event": 0.374,
"lease_rate_change_pct": 0.54,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.63
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.939,
"capital_availability": 0.004,
"demand_pressure": 0.675,
"entitlement_friction": 0.223,
"labor_shortage": 0.612,
"portfolio_tightness": 0.542,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-102436",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:52:00Z",
"trace_id": "f1cf002a-fb85-4821-8220-55faffa93a76"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.285,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.324,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.4,
"battery_mwh": 0.74,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-4456776F58",
"grid_service_limit_mw": 9.65,
"gross_sqft": 986271,
"infill_site": true,
"lease_expiry_months": 63,
"o... | {
"capital_availability": 0.928,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.445,
"cross_node_rebalancing_capacity_pct": 0.217,
"entitlement_friction": 0.518,
"nearby_nodes": 3,
"network_redundancy_score": 0.816,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 84.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 60.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.708,
"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": 2.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.6,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 4.79,
"rent_growth_90d_pct": 5.64,
"tenant_expansion_probability": 0.636
} | {
"annualized_noi_impact_usd": 401189,
"annualized_revenue_impact_usd": 596280,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 560694,
"expansion_capture_probability_post_event": 0.578,
"lease_rate_change_pct": 3.03,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.69
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.85
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.367,
"capital_availability": 0.928,
"demand_pressure": 0.538,
"entitlement_friction": 0.518,
"labor_shortage": 0.874,
"portfolio_tightness": 0.717,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-102437",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:53:00Z",
"trace_id": "627a0485-26ba-4f2f-bab8-39f1e4e165f7"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.45,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.099,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.4,
"battery_mwh": 6.57,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-8F0B2DF692",
"grid_service_limit_mw": 9.74,
"gross_sqft": 1219075,
"infill_site": false,
"lease_expiry_months": 70,
"occ... | {
"capital_availability": 0.27,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.354,
"cross_node_rebalancing_capacity_pct": 0.217,
"entitlement_friction": 0.531,
"nearby_nodes": 8,
"network_redundancy_score": 0.752,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 789... | [
{
"appointment_fill_pct": 90.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.9,
"dock_utilization_pct": 88.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"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": 2.32,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.5,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 3.01,
"rent_growth_90d_pct": 2.25,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 394898,
"annualized_revenue_impact_usd": 652439,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 570056,
"expansion_capture_probability_post_event": 0.609,
"lease_rate_change_pct": 2.26,
"occupancy_shift": 0.021,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.44
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.73
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.967,
"capital_availability": 0.27,
"demand_pressure": 0.72,
"entitlement_friction": 0.531,
"labor_shortage": 0.716,
"portfolio_tightness": 0.675,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-102438",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:21:00Z",
"trace_id": "6234e063-ef20-4158-8c11-58bf9fd29bd6"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.245,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.377,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.77,
"battery_mwh": 6.2,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-40C890C87A",
"grid_service_limit_mw": 10.12,
"gross_sqft": 921958,
"infill_site": false,
"lease_expiry_months": 48,
"occu... | {
"capital_availability": 0.574,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.646,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.729,
"nearby_nodes": 8,
"network_redundancy_score": 0.585,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 142... | [
{
"appointment_fill_pct": 77.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 82.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.706,
"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": 2.93,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.9,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 3.51,
"rent_growth_90d_pct": 4.88,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 190368,
"annualized_revenue_impact_usd": 262893,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 734371,
"expansion_capture_probability_post_event": 0.485,
"lease_rate_change_pct": 1.71,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.87
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.13
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.112,
"capital_availability": 0.574,
"demand_pressure": 0.437,
"entitlement_friction": 0.729,
"labor_shortage": 0.861,
"portfolio_tightness": 0.608,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.873,
"id": "FORGE-102439",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:10:00Z",
"trace_id": "dd826886-188b-4ca8-b262-a9104d5c568e"
} | {
"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": "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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.419,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.126,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.25,
"battery_mwh": 7.36,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-B634D52C62",
"grid_service_limit_mw": 8.93,
"gross_sqft": 1085187,
"infill_site": false,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.252,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.45,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.811,
"nearby_nodes": 3,
"network_redundancy_score": 0.515,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 94.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 55.2,
"dock_utilization_pct": 93.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.844,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.63,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.7,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 5.17,
"rent_growth_90d_pct": 7.56,
"tenant_expansion_probability": 0.72
} | {
"annualized_noi_impact_usd": 507477,
"annualized_revenue_impact_usd": 849948,
"cap_rate_pressure_pct": 0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 555509,
"expansion_capture_probability_post_event": 0.621,
"lease_rate_change_pct": 5.62,
"occupancy_shift": 0.032,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 52.71
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.97
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.246,
"capital_availability": 0.252,
"demand_pressure": 1,
"entitlement_friction": 0.811,
"labor_shortage": 0.745,
"portfolio_tightness": 0.686,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-102440",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:46:00Z",
"trace_id": "8b07fe76-c5c4-40f4-9a53-efdc7c4b0e75"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.174,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.351,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.72,
"battery_mwh": 3.64,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-ED4F7209ED",
"grid_service_limit_mw": 10.61,
"gross_sqft": 567014,
"infill_site": true,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.72,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.449,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.45,
"nearby_nodes": 5,
"network_redundancy_score": 0.485,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 286... | [
{
"appointment_fill_pct": 77,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 32.9,
"dock_utilization_pct": 79.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 59.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.642,
"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": 1.78,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.7,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 0.3,
"rent_growth_90d_pct": -0.28,
"tenant_expansion_probability": 0.414
} | {
"annualized_noi_impact_usd": -25734,
"annualized_revenue_impact_usd": -35766,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 595859,
"expansion_capture_probability_post_event": 0.373,
"lease_rate_change_pct": -1.76,
"occupancy_shift": 0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.18
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.94
},
{
"action": "escalate_uti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.637,
"capital_availability": 0.72,
"demand_pressure": 0.348,
"entitlement_friction": 0.45,
"labor_shortage": 0.683,
"portfolio_tightness": 0.311,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-102441",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:50:00Z",
"trace_id": "bc49d8cf-8b74-41cf-a891-047609237d61"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.317,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.419,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.23,
"battery_mwh": 4.68,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-E32F1BCC57",
"grid_service_limit_mw": 7.97,
"gross_sqft": 465988,
"infill_site": true,
"lease_expiry_months": 18,
"... | {
"capital_availability": 0.966,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.695,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.815,
"nearby_nodes": 3,
"network_redundancy_score": 0.826,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 62... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.4,
"dock_utilization_pct": 85.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.662,
"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": 2.96,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.2,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 4.98,
"rent_growth_90d_pct": 3.89,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 84669,
"annualized_revenue_impact_usd": 117412,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 447371,
"expansion_capture_probability_post_event": 0.698,
"lease_rate_change_pct": 2.65,
"occupancy_shift": 0.02,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.94
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 28.14
},
{
"action": "secure_pop_up_capaci... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.116,
"capital_availability": 0.966,
"demand_pressure": 0.602,
"entitlement_friction": 0.815,
"labor_shortage": 0.614,
"portfolio_tightness": 0.701,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-102442",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:47:00Z",
"trace_id": "902a6bd9-1b5c-4d5f-9b69-2b41f8638a9e"
} | {
"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": "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": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.259,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.318,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.7,
"battery_mwh": 2.53,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-C9298BB6D0",
"grid_service_limit_mw": 9.62,
"gross_sqft": 967092,
"infill_site": false,
"lease_expiry_months": 26,
"... | {
"capital_availability": 0.307,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.469,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.83,
"nearby_nodes": 3,
"network_redundancy_score": 0.649,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 408... | [
{
"appointment_fill_pct": 91.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 84.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.751,
"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": 2.52,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.1,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 2.41,
"rent_growth_90d_pct": 4.87,
"tenant_expansion_probability": 0.547
} | {
"annualized_noi_impact_usd": 123539,
"annualized_revenue_impact_usd": 205857,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 503068,
"expansion_capture_probability_post_event": 0.458,
"lease_rate_change_pct": 2.63,
"occupancy_shift": 0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.16
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.99
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.4,
"capital_availability": 0.307,
"demand_pressure": 0.521,
"entitlement_friction": 0.83,
"labor_shortage": 0.778,
"portfolio_tightness": 0.671,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-102443",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:04:00Z",
"trace_id": "ccb70ada-777d-4abd-b977-3b6021f6fa45"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.216,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.155,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.5,
"battery_mwh": 5.6,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-5C21C2C199",
"grid_service_limit_mw": 16.66,
"gross_sqft": 1117507,
"infill_site": false,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.591,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.438,
"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.619,
"nearby_nodes": 4,
"network_redundancy_score": 0.808,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.8,
"dock_utilization_pct": 82.7,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 64.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.1,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 0.91,
"rent_growth_90d_pct": 2.75,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -8291,
"annualized_revenue_impact_usd": -14019,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 443986,
"expansion_capture_probability_post_event": 0.306,
"lease_rate_change_pct": 0.76,
"occupancy_shift": 0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.53
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.74
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.862,
"capital_availability": 0.591,
"demand_pressure": 0.467,
"entitlement_friction": 0.619,
"labor_shortage": 0.625,
"portfolio_tightness": 0.565,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-102444",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:00:00Z",
"trace_id": "8718e15f-afb6-4660-b6df-e339e740e5c1"
} | {
"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": "demand_pressure",
"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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.142,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.327,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.21,
"battery_mwh": 8.22,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-D859052288",
"grid_service_limit_mw": 8.49,
"gross_sqft": 334451,
"infill_site": true,
"lease_expiry_months": 60,
"occup... | {
"capital_availability": 0.548,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.396,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.632,
"nearby_nodes": 4,
"network_redundancy_score": 0.61,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 77.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.2,
"dock_utilization_pct": 83.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.667,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.98,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.28,
"rent_growth_90d_pct": 5.54,
"tenant_expansion_probability": 0.512
... | {
"annualized_noi_impact_usd": 45103,
"annualized_revenue_impact_usd": 58045,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 558105,
"expansion_capture_probability_post_event": 0.469,
"lease_rate_change_pct": 2.18,
"occupancy_shift": 0.013,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.62
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.65
},
{
"action": "monitor_and_stage",
"reason": "ho... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.184,
"capital_availability": 0.548,
"demand_pressure": 0.468,
"entitlement_friction": 0.632,
"labor_shortage": 0.824,
"portfolio_tightness": 0.682,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.747,
"id": "FORGE-102445",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:41:00Z",
"trace_id": "6fb3c132-37c5-440a-8cb6-d2c13804000b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": false,
"growth_rate": 0.146,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.394,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.45,
"battery_mwh": 2.25,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-7C9DECB570",
"grid_service_limit_mw": 22.97,
"gross_sqft": 1015399,
"infill_site": false,
"lease_expiry_months": 12,
"o... | {
"capital_availability": 0.235,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.627,
"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.709,
"nearby_nodes": 3,
"network_redundancy_score": 0.675,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.8,
"dock_utilization_pct": 79.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 64,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.734,
"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": 1.97,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.4,
"occupancy_90d": 0.886,
"rent_growth_30d_pct": -0.63,
"rent_growth_90d_pct": 1.45,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -105281,
"annualized_revenue_impact_usd": -151855,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 560525,
"expansion_capture_probability_post_event": 0.215,
"lease_rate_change_pct": -0.87,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 28.14
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 27.23
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.598,
"capital_availability": 0.235,
"demand_pressure": 0.34,
"entitlement_friction": 0.709,
"labor_shortage": 0.657,
"portfolio_tightness": 0.42,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-102446",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:12:00Z",
"trace_id": "473f9032-0d90-4a63-b246-b4ef9371a9dc"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.356,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.362,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.64,
"battery_mwh": 7.61,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-1C0A3E225B",
"grid_service_limit_mw": 15.5,
"gross_sqft": 776125,
"infill_site": true,
"lease_expiry_months": 36,
"... | {
"capital_availability": 0.651,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.6,
"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.588,
"nearby_nodes": 4,
"network_redundancy_score": 0.738,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 92,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.4,
"dock_utilization_pct": 89.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.71,
"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",
"forecas... | {
"build_vs_buy_score": 2.88,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.5,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 5.8,
"rent_growth_90d_pct": 6.47,
"tenant_expansion_probability": 0.756
} | {
"annualized_noi_impact_usd": 517131,
"annualized_revenue_impact_usd": 679454,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 444793,
"expansion_capture_probability_post_event": 0.72,
"lease_rate_change_pct": 4.65,
"occupancy_shift": 0.031,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.13
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.58
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.408,
"capital_availability": 0.651,
"demand_pressure": 0.797,
"entitlement_friction": 0.588,
"labor_shortage": 0.842,
"portfolio_tightness": 0.7,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-102447",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:47:00Z",
"trace_id": "08df7b7e-c7fa-42f5-8313-0a7900fbcf19"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.203,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.278,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.72,
"battery_mwh": 1.92,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-970928D002",
"grid_service_limit_mw": 17.74,
"gross_sqft": 1146084,
"infill_site": false,
"lease_expiry_months": 17,
"o... | {
"capital_availability": 0.16,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.808,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.474,
"nearby_nodes": 4,
"network_redundancy_score": 0.833,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 654080,... | [
{
"appointment_fill_pct": 76.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 81.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"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": 1.7,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.3,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": -0.2,
"rent_growth_90d_pct": -0.83,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -160034,
"annualized_revenue_impact_usd": -206260,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 30,
"estimated_capex_usd": 655216,
"expansion_capture_probability_post_event": 0.224,
"lease_rate_change_pct": -2.45,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.12
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.86
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.856,
"capital_availability": 0.16,
"demand_pressure": 0.448,
"entitlement_friction": 0.474,
"labor_shortage": 0.784,
"portfolio_tightness": 0.417,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.749,
"id": "FORGE-102448",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:02:00Z",
"trace_id": "81e3cb5a-aad9-4454-a0d1-abffce088ab8"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "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": 0.422,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.326,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.3,
"battery_mwh": 10.94,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 121,
"facility_id": "FAC-033A3D59BB",
"grid_service_limit_mw": 21.29,
"gross_sqft": 1214350,
"infill_site": false,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.386,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.708,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.553,
"nearby_nodes": 6,
"network_redundancy_score": 0.552,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 104204... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 32.3,
"dock_utilization_pct": 84.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.3,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.702,
"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": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.6,
"occupancy_90d": 0.948,
"rent_growth_30d_pct": 2.64,
"rent_growth_90d_pct": 5.22,
"tenant_expansion_probability": 0.678
} | {
"annualized_noi_impact_usd": 228992,
"annualized_revenue_impact_usd": 357520,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 45,
"estimated_capex_usd": 642621,
"expansion_capture_probability_post_event": 0.618,
"lease_rate_change_pct": 4.08,
"occupancy_shift": 0.015,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.38
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.48
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.719,
"capital_availability": 0.386,
"demand_pressure": 0.591,
"entitlement_friction": 0.553,
"labor_shortage": 0.485,
"portfolio_tightness": 0.483,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-102449",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:34:00Z",
"trace_id": "624982d0-21ba-4f06-b832-841b6f3f1049"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.037,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.18,
"seasonality": 0.49,
"service_level_target": 0... | {
"automation_penetration": 0.51,
"battery_mwh": 8.22,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 66,
"facility_id": "FAC-B275D09AB7",
"grid_service_limit_mw": 8.62,
"gross_sqft": 664520,
"infill_site": true,
"lease_expiry_months": 41,
"occupa... | {
"capital_availability": 0.47,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.619,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.793,
"nearby_nodes": 4,
"network_redundancy_score": 0.337,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1108... | [
{
"appointment_fill_pct": 76.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.8,
"dock_utilization_pct": 80.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 80.2,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 17.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.715,
"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": 2.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.4,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 2.43,
"rent_growth_90d_pct": 2.62,
"tenant_expansion_probability": 0.263
} | {
"annualized_noi_impact_usd": -58225,
"annualized_revenue_impact_usd": -85028,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 90,
"estimated_capex_usd": 654983,
"expansion_capture_probability_post_event": 0.174,
"lease_rate_change_pct": -1.82,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.5
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.02
},
{
"action": "shift_overflow_to_sate... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.691,
"capital_availability": 0.47,
"demand_pressure": 0.346,
"entitlement_friction": 0.793,
"labor_shortage": 0.812,
"portfolio_tightness": 0.64,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.863,
"id": "FORGE-102450",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:20:00Z",
"trace_id": "c4d91011-bb36-4036-a439-646f3ecd4ed9"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"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": 0.265,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.107,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.71,
"battery_mwh": 9.38,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-65F551CFCF",
"grid_service_limit_mw": 27.64,
"gross_sqft": 712938,
"infill_site": true,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.466,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.608,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.284,
"nearby_nodes": 3,
"network_redundancy_score": 0.766,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 91,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 87.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 67.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"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": 2.28,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.85,
"rent_growth_90d_pct": 1.86,
"tenant_expansion_probability": 0.456... | {
"annualized_noi_impact_usd": -13468,
"annualized_revenue_impact_usd": -18342,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 595330,
"expansion_capture_probability_post_event": 0.36,
"lease_rate_change_pct": 0.31,
"occupancy_shift": 0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.93
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.26
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.445,
"capital_availability": 0.466,
"demand_pressure": 0.722,
"entitlement_friction": 0.284,
"labor_shortage": 0.707,
"portfolio_tightness": 0.525,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-102451",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T02:03:00Z",
"trace_id": "ce7bb22d-fba1-4606-941e-cf204be17eb3"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"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": 0.37,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.354,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.7,
"battery_mwh": 2.68,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-A680E1309C",
"grid_service_limit_mw": 17.24,
"gross_sqft": 467425,
"infill_site": false,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.321,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.653,
"cross_node_rebalancing_capacity_pct": 0.205,
"entitlement_friction": 0.467,
"nearby_nodes": 3,
"network_redundancy_score": 0.472,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 77.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 83.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 64.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.728,
"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": 1.96,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.6,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 2.44,
"rent_growth_90d_pct": 3.6,
"tenant_expansion_probability": 0.648
} | {
"annualized_noi_impact_usd": 51692,
"annualized_revenue_impact_usd": 72291,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 560136,
"expansion_capture_probability_post_event": 0.578,
"lease_rate_change_pct": 1.86,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 53.37
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.08
},
{
"action": "rebalance_carrier_mix",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.441,
"capital_availability": 0.321,
"demand_pressure": 0.541,
"entitlement_friction": 0.467,
"labor_shortage": 0.938,
"portfolio_tightness": 0.427,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-102452",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:49:00Z",
"trace_id": "5a9edd3e-eaad-4373-a017-f634094bddff"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.292,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.176,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.3,
"battery_mwh": 3.71,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-5F8BAED5B2",
"grid_service_limit_mw": 22.87,
"gross_sqft": 1040432,
"infill_site": true,
"lease_expiry_months": 17,
"occ... | {
"capital_availability": 0.386,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.455,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.322,
"nearby_nodes": 2,
"network_redundancy_score": 0.543,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 30.9,
"dock_utilization_pct": 86.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.687,
"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": 2.39,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 89.5,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 3.47,
"rent_growth_90d_pct": 5.11,
"tenant_expansion_probability": 0.58... | {
"annualized_noi_impact_usd": 211682,
"annualized_revenue_impact_usd": 350058,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 355143,
"expansion_capture_probability_post_event": 0.558,
"lease_rate_change_pct": 3.62,
"occupancy_shift": 0.032,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.63
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.68
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.6,
"capital_availability": 0.386,
"demand_pressure": 0.69,
"entitlement_friction": 0.322,
"labor_shortage": 0.5,
"portfolio_tightness": 0.469,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-102453",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:56:00Z",
"trace_id": "aca052c9-2202-472f-a7bc-371fa0890b97"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.021,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.21,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.62,
"battery_mwh": 11.73,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 62,
"facility_id": "FAC-A2B5F48176",
"grid_service_limit_mw": 19.97,
"gross_sqft": 627222,
"infill_site": true,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.624,
"cluster_utilization_pct": 0.906,
"competitive_pressure_score": 0.293,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.562,
"nearby_nodes": 8,
"network_redundancy_score": 0.552,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35,
"dock_utilization_pct": 77.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 82.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.748,
"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": 2.08,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.6,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": -0.69,
"rent_growth_90d_pct": -0.36,
"tenant_expansion_probability": 0.141
} | {
"annualized_noi_impact_usd": -229705,
"annualized_revenue_impact_usd": -300811,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 30,
"estimated_capex_usd": 537156,
"expansion_capture_probability_post_event": 0.031,
"lease_rate_change_pct": -3.46,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.35
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 26.36
},
{
"action": "lock_power_capacity_reser... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.511,
"capital_availability": 0.624,
"demand_pressure": 0.245,
"entitlement_friction": 0.562,
"labor_shortage": 0.656,
"portfolio_tightness": 0.434,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-102454",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:45:00Z",
"trace_id": "563885ae-0084-4362-b984-43665def0b09"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.038,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.29,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.32,
"battery_mwh": 6.23,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 89,
"facility_id": "FAC-9DCBDC1A4B",
"grid_service_limit_mw": 18.84,
"gross_sqft": 893967,
"infill_site": true,
"lease_expiry_months": 54,
"occup... | {
"capital_availability": 0.615,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.608,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.223,
"nearby_nodes": 6,
"network_redundancy_score": 0.829,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 75.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 77.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"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": 1.86,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.5,
"occupancy_90d": 0.892,
"rent_growth_30d_pct": -0.55,
"rent_growth_90d_pct": 0.37,
"tenant_expansion_probability": 0.142
} | {
"annualized_noi_impact_usd": -231802,
"annualized_revenue_impact_usd": -343064,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 675426,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.34,
"occupancy_shift": -0.017,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 43.31
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.97
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.226,
"capital_availability": 0.615,
"demand_pressure": 0.262,
"entitlement_friction": 0.223,
"labor_shortage": 0.975,
"portfolio_tightness": 0.34,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-102455",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:58:00Z",
"trace_id": "c367fb1d-f958-43e9-b6a8-6bb70a45ea2c"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.161,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.169,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.22,
"battery_mwh": 12.22,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 40,
"facility_id": "FAC-99558F36B3",
"grid_service_limit_mw": 20.27,
"gross_sqft": 403605,
"infill_site": false,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.686,
"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.328,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.428,
"nearby_nodes": 3,
"network_redundancy_score": 0.502,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 200260... | [
{
"appointment_fill_pct": 83,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.5,
"dock_utilization_pct": 79.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 82.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"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": 1.99,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.6,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": 0.06,
"rent_growth_90d_pct": 2.63,
"tenant_expansion_probability": 0.308
} | {
"annualized_noi_impact_usd": -75864,
"annualized_revenue_impact_usd": -99027,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 578905,
"expansion_capture_probability_post_event": 0.196,
"lease_rate_change_pct": -0.29,
"occupancy_shift": -0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.5
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.1
},
{
"action": "shi... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.356,
"capital_availability": 0.686,
"demand_pressure": 0.359,
"entitlement_friction": 0.428,
"labor_shortage": 0.793,
"portfolio_tightness": 0.41,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-102456",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:12:00Z",
"trace_id": "65168a5c-3f94-418a-b6d5-6f7eca3ba50c"
} | {
"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": 7.2,
"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": 0.099,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.399,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.36,
"battery_mwh": 12.39,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-1CD77B4E54",
"grid_service_limit_mw": 17.7,
"gross_sqft": 335917,
"infill_site": false,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.285,
"cluster_utilization_pct": 0.966,
"competitive_pressure_score": 0.799,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.533,
"nearby_nodes": 7,
"network_redundancy_score": 0.323,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.3,
"dock_utilization_pct": 86.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.669,
"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,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.2,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 3.95,
"rent_growth_90d_pct": 5.51,
"tenant_expansion_probability": 0.4
} | {
"annualized_noi_impact_usd": 25359,
"annualized_revenue_impact_usd": 40737,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 446138,
"expansion_capture_probability_post_event": 0.37,
"lease_rate_change_pct": 2.24,
"occupancy_shift": 0.021,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.67
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.01
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.655,
"capital_availability": 0.285,
"demand_pressure": 0.66,
"entitlement_friction": 0.533,
"labor_shortage": 0.585,
"portfolio_tightness": 0.589,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-102457",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:46:00Z",
"trace_id": "cba81c88-dfb8-4a01-b9eb-76471b39d32f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.311,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.146,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.33,
"battery_mwh": 4.54,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-39F618AB9E",
"grid_service_limit_mw": 21.14,
"gross_sqft": 1180800,
"infill_site": false,
"lease_expiry_months": 34,... | {
"capital_availability": 0.236,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.298,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.697,
"nearby_nodes": 6,
"network_redundancy_score": 0.622,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.7,
"dock_utilization_pct": 88.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 18.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.9,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 3.91,
"rent_growth_90d_pct": 3.07,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 140910,
"annualized_revenue_impact_usd": 212079,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 705989,
"expansion_capture_probability_post_event": 0.527,
"lease_rate_change_pct": 1.06,
"occupancy_shift": 0.034,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.88
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.72
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.572,
"capital_availability": 0.236,
"demand_pressure": 0.768,
"entitlement_friction": 0.697,
"labor_shortage": 0.818,
"portfolio_tightness": 0.527,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-102458",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:45:00Z",
"trace_id": "92f22de2-387e-4576-b62a-a416a9cbcdea"
} | {
"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": 8.7,
"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": 0.215,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.154,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.65,
"battery_mwh": 8.03,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-ED13B54FC7",
"grid_service_limit_mw": 23.64,
"gross_sqft": 532876,
"infill_site": false,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.501,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.7,
"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.457,
"nearby_nodes": 3,
"network_redundancy_score": 0.841,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.2,
"dock_utilization_pct": 83.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 69.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"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": 2.15,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.4,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 1.17,
"rent_growth_90d_pct": 1.68,
"tenant_expansion_probability": 0.368
} | {
"annualized_noi_impact_usd": -29053,
"annualized_revenue_impact_usd": -39493,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 568327,
"expansion_capture_probability_post_event": 0.248,
"lease_rate_change_pct": -0.84,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.69
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.23
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.522,
"capital_availability": 0.501,
"demand_pressure": 0.515,
"entitlement_friction": 0.457,
"labor_shortage": 0.883,
"portfolio_tightness": 0.484,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-102459",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:58:00Z",
"trace_id": "53cc4f7d-56cc-4713-8d19-63d11d91d642"
} | {
"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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.128,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.354,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.25,
"battery_mwh": 3.79,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-16FAB4F35A",
"grid_service_limit_mw": 13.07,
"gross_sqft": 443798,
"infill_site": false,
"lease_expiry_months": 22,
"occ... | {
"capital_availability": 0.33,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.595,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.219,
"nearby_nodes": 4,
"network_redundancy_score": 0.432,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1415788... | [
{
"appointment_fill_pct": 93.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.7,
"dock_utilization_pct": 86.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.764,
"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": 2.14,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.3,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 2.21,
"rent_growth_90d_pct": 1.87,
"tenant_expansion_probability": 0.346... | {
"annualized_noi_impact_usd": -10956,
"annualized_revenue_impact_usd": -15364,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 357102,
"expansion_capture_probability_post_event": 0.283,
"lease_rate_change_pct": 0.02,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.5
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.46
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.224,
"capital_availability": 0.33,
"demand_pressure": 0.684,
"entitlement_friction": 0.219,
"labor_shortage": 0.612,
"portfolio_tightness": 0.42,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-102460",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:37:00Z",
"trace_id": "739c03c2-c9f5-4c6a-8062-2c654557f572"
} | {
"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": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"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": 0.237,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.289,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.74,
"battery_mwh": 4.61,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 28,
"facility_id": "FAC-2A0106786C",
"grid_service_limit_mw": 22.94,
"gross_sqft": 284993,
"infill_site": false,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.699,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.4,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.244,
"nearby_nodes": 4,
"network_redundancy_score": 0.449,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1078242,... | [
{
"appointment_fill_pct": 78.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 33.4,
"dock_utilization_pct": 82.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 78.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.689,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.29,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.1,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 2.87,
"rent_growth_90d_pct": 4.23,
"tenant_expansion_probability": 0.514
} | {
"annualized_noi_impact_usd": 35762,
"annualized_revenue_impact_usd": 53772,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 508647,
"expansion_capture_probability_post_event": 0.47,
"lease_rate_change_pct": 2.03,
"occupancy_shift": 0.015,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.99
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.71
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.483,
"capital_availability": 0.699,
"demand_pressure": 0.49,
"entitlement_friction": 0.244,
"labor_shortage": 0.71,
"portfolio_tightness": 0.486,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-102461",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:26:00Z",
"trace_id": "7f3e1d6e-20f1-4323-be0d-b459ad8067c8"
} | {
"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": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.011,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.397,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.42,
"battery_mwh": 0.56,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-175BD1C3FD",
"grid_service_limit_mw": 21.43,
"gross_sqft": 1213190,
"infill_site": true,
"lease_expiry_months": 11,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.547,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.436,
"nearby_nodes": 3,
"network_redundancy_score": 0.525,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 510... | [
{
"appointment_fill_pct": 72.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 77.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 66.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"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": 1.77,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 0,
"rent_growth_90d_pct": 2.15,
"tenant_expansion_probability": 0.147
} | {
"annualized_noi_impact_usd": -332163,
"annualized_revenue_impact_usd": -433741,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 629193,
"expansion_capture_probability_post_event": 0.038,
"lease_rate_change_pct": -1.94,
"occupancy_shift": -0.02,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.44
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.78
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.624,
"capital_availability": 0,
"demand_pressure": 0.209,
"entitlement_friction": 0.436,
"labor_shortage": 0.913,
"portfolio_tightness": 0.544,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-102462",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:30:00Z",
"trace_id": "23867d11-cedc-4b76-9808-f921682bbedb"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.303,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.381,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.52,
"battery_mwh": 12.43,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-C8171A4C84",
"grid_service_limit_mw": 25.46,
"gross_sqft": 248968,
"infill_site": true,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.474,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.703,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.256,
"nearby_nodes": 8,
"network_redundancy_score": 0.822,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 159679... | [
{
"appointment_fill_pct": 90.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.4,
"dock_utilization_pct": 86,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": 1.53,
"rent_growth_90d_pct": 2.97,
"tenant_expansion_probability": 0.522
} | {
"annualized_noi_impact_usd": 14422,
"annualized_revenue_impact_usd": 22321,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 353739,
"expansion_capture_probability_post_event": 0.445,
"lease_rate_change_pct": 1.72,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 46.67
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.1
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.469,
"capital_availability": 0.474,
"demand_pressure": 0.69,
"entitlement_friction": 0.256,
"labor_shortage": 0.879,
"portfolio_tightness": 0.38,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-102463",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:23:00Z",
"trace_id": "1eccb985-4345-4621-adbc-99a5db390595"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.048,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.442,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.6,
"battery_mwh": 11.63,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-E77135840E",
"grid_service_limit_mw": 22.86,
"gross_sqft": 701470,
"infill_site": false,
"lease_expiry_months": 39,
"occ... | {
"capital_availability": 0.028,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.3,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.376,
"nearby_nodes": 4,
"network_redundancy_score": 0.71,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 61... | [
{
"appointment_fill_pct": 75.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 81.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.733,
"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": 1.7,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.4,
"occupancy_90d": 0.889,
"rent_growth_30d_pct": 1.05,
"rent_growth_90d_pct": -0.21,
"tenant_expansion_probability": 0.25
} | {
"annualized_noi_impact_usd": -113508,
"annualized_revenue_impact_usd": -176692,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 90,
"estimated_capex_usd": 304138,
"expansion_capture_probability_post_event": 0.181,
"lease_rate_change_pct": -2.37,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.36
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.66
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.822,
"capital_availability": 0.028,
"demand_pressure": 0.417,
"entitlement_friction": 0.376,
"labor_shortage": 0.751,
"portfolio_tightness": 0.57,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.749,
"id": "FORGE-102464",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:35:00Z",
"trace_id": "239b4835-af10-4552-8e2b-b08818fdfd5d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.2,
"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": 0.185,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.092,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.78,
"battery_mwh": 3.32,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-CA91C6C6BA",
"grid_service_limit_mw": 17.92,
"gross_sqft": 752706,
"infill_site": false,
"lease_expiry_months": 67,
"occ... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.659,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.37,
"nearby_nodes": 8,
"network_redundancy_score": 0.467,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 5151... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34.8,
"dock_utilization_pct": 83.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.673,
"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": 1.81,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.3,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 2.01,
"rent_growth_90d_pct": 0.67,
"tenant_expansion_probability": 0.448
} | {
"annualized_noi_impact_usd": 71368,
"annualized_revenue_impact_usd": 104999,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 401413,
"expansion_capture_probability_post_event": 0.417,
"lease_rate_change_pct": -0.79,
"occupancy_shift": 0.032,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.35
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 23.95
},
{
"action": "hold_service_levels_flat",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.754,
"capital_availability": 0.2,
"demand_pressure": 0.567,
"entitlement_friction": 0.37,
"labor_shortage": 0.696,
"portfolio_tightness": 0.396,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-102465",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:29:00Z",
"trace_id": "7b0fc9ae-106f-40bb-b1b5-d391bc7d5121"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.01,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.159,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.42,
"battery_mwh": 3.11,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-E4AA18B502",
"grid_service_limit_mw": 6.83,
"gross_sqft": 580038,
"infill_site": true,
"lease_expiry_months": 9,
"o... | {
"capital_availability": 0.567,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.414,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.58,
"nearby_nodes": 7,
"network_redundancy_score": 0.595,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 134... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 79.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.42,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.1,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 0.51,
"rent_growth_90d_pct": 2.34,
"tenant_expansion_probability": 0.176
} | {
"annualized_noi_impact_usd": -175832,
"annualized_revenue_impact_usd": -279190,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 522900,
"expansion_capture_probability_post_event": 0.067,
"lease_rate_change_pct": -1.73,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.43
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.06
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.62,
"capital_availability": 0.567,
"demand_pressure": 0.299,
"entitlement_friction": 0.58,
"labor_shortage": 0.905,
"portfolio_tightness": 0.573,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.891,
"id": "FORGE-102466",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:49:00Z",
"trace_id": "ac9e0dd6-18f3-42b0-8be7-973a786fece9"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.217,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.341,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.31,
"battery_mwh": 1.59,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 76,
"facility_id": "FAC-40BB6A08BD",
"grid_service_limit_mw": 18.55,
"gross_sqft": 761856,
"infill_site": true,
"lease_expiry_months": 19,
"... | {
"capital_availability": 0.74,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.653,
"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.341,
"nearby_nodes": 3,
"network_redundancy_score": 0.77,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 207... | [
{
"appointment_fill_pct": 76.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 82.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.823,
"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": 1.78,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.6,
"occupancy_90d": 0.891,
"rent_growth_30d_pct": 0.63,
"rent_growth_90d_pct": -0.23,
"tenant_expansion_probability": 0.336
} | {
"annualized_noi_impact_usd": -64907,
"annualized_revenue_impact_usd": -107368,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 711114,
"expansion_capture_probability_post_event": 0.216,
"lease_rate_change_pct": -2.15,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 49.79
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 41.43
},
{
"action": "secure_pop_up_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.303,
"capital_availability": 0.74,
"demand_pressure": 0.529,
"entitlement_friction": 0.341,
"labor_shortage": 0.728,
"portfolio_tightness": 0.352,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-102467",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:40:00Z",
"trace_id": "f2057969-56a7-41e6-a1f9-feb383d11459"
} | {
"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": 9.1,
"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": 0.368,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.127,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.61,
"battery_mwh": 6.01,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-EB23434E37",
"grid_service_limit_mw": 16.16,
"gross_sqft": 783761,
"infill_site": false,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.592,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.278,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.439,
"nearby_nodes": 4,
"network_redundancy_score": 0.817,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 56.7,
"dock_utilization_pct": 89.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 49.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.852,
"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": 2.64,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.7,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 3.79,
"rent_growth_90d_pct": 3.9,
"tenant_expansion_probability": 0.612
} | {
"annualized_noi_impact_usd": 117649,
"annualized_revenue_impact_usd": 193066,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 648755,
"expansion_capture_probability_post_event": 0.507,
"lease_rate_change_pct": 2.23,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 49.66
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 42.95
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.345,
"capital_availability": 0.592,
"demand_pressure": 0.83,
"entitlement_friction": 0.439,
"labor_shortage": 0.947,
"portfolio_tightness": 0.581,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-102468",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:24:00Z",
"trace_id": "44821096-b319-44b5-8901-f642106e42d6"
} | {
"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": 8.9,
"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": 0.402,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.195,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.37,
"battery_mwh": 2.5,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-B1C04091E4",
"grid_service_limit_mw": 12.57,
"gross_sqft": 988837,
"infill_site": true,
"lease_expiry_months": 25,
"occup... | {
"capital_availability": 0.706,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.405,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.57,
"nearby_nodes": 4,
"network_redundancy_score": 0.617,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 95.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 55.5,
"dock_utilization_pct": 88.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 48.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.837,
"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": 2.62,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.6,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 3.91,
"rent_growth_90d_pct": 6.21,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 404936,
"annualized_revenue_impact_usd": 537863,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 540236,
"expansion_capture_probability_post_event": 0.565,
"lease_rate_change_pct": 4.15,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.23
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.98
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.418,
"capital_availability": 0.706,
"demand_pressure": 0.736,
"entitlement_friction": 0.57,
"labor_shortage": 0.98,
"portfolio_tightness": 0.687,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-102469",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:36:00Z",
"trace_id": "7103061e-9c87-4914-95a2-e316dee48ca6"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": 0.362,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.262,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.45,
"battery_mwh": 2.81,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 34,
"facility_id": "FAC-A00654C3C0",
"grid_service_limit_mw": 11.78,
"gross_sqft": 346685,
"infill_site": true,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.373,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.746,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.318,
"nearby_nodes": 4,
"network_redundancy_score": 0.87,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 431... | [
{
"appointment_fill_pct": 90.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 55,
"dock_utilization_pct": 87.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 50.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.845,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.78,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.2,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 4.17,
"rent_growth_90d_pct": 4.43,
"tenant_expansion_probability": 0.625
} | {
"annualized_noi_impact_usd": 73130,
"annualized_revenue_impact_usd": 111355,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 558746,
"expansion_capture_probability_post_event": 0.52,
"lease_rate_change_pct": 2.57,
"occupancy_shift": 0.01,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.25
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.88
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.259,
"capital_availability": 0.373,
"demand_pressure": 0.711,
"entitlement_friction": 0.318,
"labor_shortage": 1,
"portfolio_tightness": 0.669,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-102470",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:32:00Z",
"trace_id": "2b0d4de9-5a1b-431c-843d-5d55aab61dbd"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.3,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.405,
"seasonality": 0.74,
"service_level_ta... | {
"automation_penetration": 0.47,
"battery_mwh": 6.92,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-B6C9C146EA",
"grid_service_limit_mw": 15.67,
"gross_sqft": 736716,
"infill_site": false,
"lease_expiry_months": 53,
"occ... | {
"capital_availability": 0.71,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.32,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.105,
"nearby_nodes": 5,
"network_redundancy_score": 0.445,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 93.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 85.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"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": 2.06,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.6,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 2.51,
"rent_growth_90d_pct": 3.25,
"tenant_expansion_probability": 0.563
... | {
"annualized_noi_impact_usd": 26994,
"annualized_revenue_impact_usd": 37765,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 457578,
"expansion_capture_probability_post_event": 0.501,
"lease_rate_change_pct": 2.33,
"occupancy_shift": 0.004,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.95
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.81
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.231,
"capital_availability": 0.71,
"demand_pressure": 0.625,
"entitlement_friction": 0.105,
"labor_shortage": 0.765,
"portfolio_tightness": 0.479,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-102471",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:07:00Z",
"trace_id": "3c3c47e1-c7a2-4ea8-a2bb-f2370945e008"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.209,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.326,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.59,
"battery_mwh": 4.63,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-E230077DD0",
"grid_service_limit_mw": 25.46,
"gross_sqft": 1078276,
"infill_site": false,
"lease_expiry_months": 22,
"o... | {
"capital_availability": 0.099,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.377,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.337,
"nearby_nodes": 6,
"network_redundancy_score": 0.821,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 110144... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.8,
"dock_utilization_pct": 87.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"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": "moderate",
"forecas... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.4,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 2.03,
"rent_growth_90d_pct": 3.53,
"tenant_expansion_probability": 0.377
} | {
"annualized_noi_impact_usd": -20467,
"annualized_revenue_impact_usd": -29831,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 501427,
"expansion_capture_probability_post_event": 0.296,
"lease_rate_change_pct": 1.55,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.04
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.71
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.759,
"capital_availability": 0.099,
"demand_pressure": 0.737,
"entitlement_friction": 0.337,
"labor_shortage": 0.566,
"portfolio_tightness": 0.477,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-102472",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:34:00Z",
"trace_id": "94a799a7-7116-4e9d-aef6-b4ea0c548728"
} | {
"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": 7.5,
"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": 0.286,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.095,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.8,
"battery_mwh": 3.48,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-68B974A048",
"grid_service_limit_mw": 19.46,
"gross_sqft": 888238,
"infill_site": false,
"lease_expiry_months": 14,
"occu... | {
"capital_availability": 0.602,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.357,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.319,
"nearby_nodes": 8,
"network_redundancy_score": 0.53,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 84,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.6,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.695,
"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": 2.09,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.9,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 2.87,
"rent_growth_90d_pct": 4.59,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 129626,
"annualized_revenue_impact_usd": 212048,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 45,
"estimated_capex_usd": 458250,
"expansion_capture_probability_post_event": 0.578,
"lease_rate_change_pct": 2.63,
"occupancy_shift": 0.034,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.74
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.64
},
{
"action": "lock_power_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.459,
"capital_availability": 0.602,
"demand_pressure": 0.567,
"entitlement_friction": 0.319,
"labor_shortage": 0.995,
"portfolio_tightness": 0.444,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-102473",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:42:00Z",
"trace_id": "9b9287b8-eec0-4056-914b-b0c101005afe"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"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": 0.26,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.149,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.37,
"battery_mwh": 0.6,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 37,
"facility_id": "FAC-F8F1ABCBC4",
"grid_service_limit_mw": 20.45,
"gross_sqft": 373240,
"infill_site": false,
"lease_expiry_months": 21,
"occup... | {
"capital_availability": 0.654,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.425,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.708,
"nearby_nodes": 2,
"network_redundancy_score": 0.466,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 31.9,
"dock_utilization_pct": 83.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 79.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.686,
"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": 1.86,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.8,
"occupancy_90d": 0.996,
"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 1.38,
"tenant_expansion_probability": 0.511
} | {
"annualized_noi_impact_usd": 19290,
"annualized_revenue_impact_usd": 30600,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 567289,
"expansion_capture_probability_post_event": 0.452,
"lease_rate_change_pct": -0.1,
"occupancy_shift": 0.023,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.81
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.43
},
{
"action": "dep... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.641,
"capital_availability": 0.654,
"demand_pressure": 0.543,
"entitlement_friction": 0.708,
"labor_shortage": 0.51,
"portfolio_tightness": 0.467,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-102474",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:46:00Z",
"trace_id": "3297e856-9d74-4720-a7df-82a081e6001c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.33,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.226,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.72,
"battery_mwh": 8.51,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-722BB5C920",
"grid_service_limit_mw": 10.83,
"gross_sqft": 1025550,
"infill_site": false,
"lease_expiry_months": 56,
"o... | {
"capital_availability": 0.39,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.406,
"cross_node_rebalancing_capacity_pct": 0.066,
"entitlement_friction": 0.412,
"nearby_nodes": 4,
"network_redundancy_score": 0.44,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 585... | [
{
"appointment_fill_pct": 89.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 83.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 69.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.49,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 0.01,
"rent_growth_90d_pct": -1.24,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -36037,
"annualized_revenue_impact_usd": -46392,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 30,
"estimated_capex_usd": 574149,
"expansion_capture_probability_post_event": 0.342,
"lease_rate_change_pct": -1.78,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.63
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.84
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.767,
"capital_availability": 0.39,
"demand_pressure": 0.587,
"entitlement_friction": 0.412,
"labor_shortage": 0.729,
"portfolio_tightness": 0.331,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-102475",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:22:00Z",
"trace_id": "11424b60-a0b9-495f-afb3-59733ffd8020"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.446,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.245,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.21,
"battery_mwh": 3.25,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-26BECD990C",
"grid_service_limit_mw": 22.59,
"gross_sqft": 1344239,
"infill_site": false,
"lease_expiry_months": 17,... | {
"capital_availability": 0.232,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.627,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.189,
"nearby_nodes": 8,
"network_redundancy_score": 0.361,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.9,
"dock_utilization_pct": 86.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 66.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.823,
"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": 1.91,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.9,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 2.97,
"rent_growth_90d_pct": 3.85,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 157173,
"annualized_revenue_impact_usd": 222278,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 532488,
"expansion_capture_probability_post_event": 0.575,
"lease_rate_change_pct": 3.04,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 47.29
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.5
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.581,
"capital_availability": 0.232,
"demand_pressure": 0.664,
"entitlement_friction": 0.189,
"labor_shortage": 0.915,
"portfolio_tightness": 0.586,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-102476",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:28:00Z",
"trace_id": "cbc81a01-a0b8-468e-8068-e7fbe8237dc0"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.318,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.078,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.73,
"battery_mwh": 6.76,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-44FE8435CA",
"grid_service_limit_mw": 19.32,
"gross_sqft": 924502,
"infill_site": false,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.514,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.498,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.538,
"nearby_nodes": 2,
"network_redundancy_score": 0.683,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 204645... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.6,
"dock_utilization_pct": 83.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fi... | {
"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": 1.93,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.7,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 0.72,
"rent_growth_90d_pct": 1.28,
"tenant_expansion_probability": 0.464
} | {
"annualized_noi_impact_usd": 14403,
"annualized_revenue_impact_usd": 21054,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 657340,
"expansion_capture_probability_post_event": 0.349,
"lease_rate_change_pct": 0.03,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 45
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.17
},
{
"action": "escalat... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.365,
"capital_availability": 0.514,
"demand_pressure": 0.55,
"entitlement_friction": 0.538,
"labor_shortage": 0.572,
"portfolio_tightness": 0.391,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-102477",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:24:00Z",
"trace_id": "4421864b-ddf8-4aaa-bbeb-84475e5afd6c"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.311,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.307,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.41,
"battery_mwh": 3.56,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-2AE041BE37",
"grid_service_limit_mw": 14.05,
"gross_sqft": 407294,
"infill_site": false,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.432,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.808,
"cross_node_rebalancing_capacity_pct": 0.072,
"entitlement_friction": 0.196,
"nearby_nodes": 8,
"network_redundancy_score": 0.708,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 79.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.1,
"dock_utilization_pct": 86.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.13,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.5,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 2.27,
"rent_growth_90d_pct": 2.62,
"tenant_expansion_probability": 0.5
} | {
"annualized_noi_impact_usd": 12286,
"annualized_revenue_impact_usd": 17154,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 592451,
"expansion_capture_probability_post_event": 0.409,
"lease_rate_change_pct": 1.23,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.52
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.01
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.773,
"capital_availability": 0.432,
"demand_pressure": 0.674,
"entitlement_friction": 0.196,
"labor_shortage": 0.852,
"portfolio_tightness": 0.527,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-102478",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:35:00Z",
"trace_id": "ab5eafc4-da1e-4ccb-a055-97f4703d3ee3"
} | {
"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": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.168,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.104,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.62,
"battery_mwh": 5.78,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-F03340BBF9",
"grid_service_limit_mw": 15.25,
"gross_sqft": 442767,
"infill_site": true,
"lease_expiry_months": 57,
"occu... | {
"capital_availability": 0.196,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.49,
"cross_node_rebalancing_capacity_pct": 0.097,
"entitlement_friction": 0.699,
"nearby_nodes": 2,
"network_redundancy_score": 0.389,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1232952... | [
{
"appointment_fill_pct": 78.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.4,
"dock_utilization_pct": 81.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 49.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"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": 1.57,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.5,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": -0.9,
"rent_growth_90d_pct": 0.41,
"tenant_expansion_probability": 0.293
} | {
"annualized_noi_impact_usd": -45416,
"annualized_revenue_impact_usd": -71850,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 45,
"estimated_capex_usd": 612887,
"expansion_capture_probability_post_event": 0.176,
"lease_rate_change_pct": -2.18,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.57
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.882,
"capital_availability": 0.196,
"demand_pressure": 0.456,
"entitlement_friction": 0.699,
"labor_shortage": 0.958,
"portfolio_tightness": 0.362,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-102479",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:53:00Z",
"trace_id": "37e3be36-0f75-41ea-b51f-bd2a38ebeebe"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"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": "standard",
"risk_of_churn": 0.417,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.56,
"battery_mwh": 5.78,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-1E16D6E9FD",
"grid_service_limit_mw": 19.52,
"gross_sqft": 443221,
"infill_site": false,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.265,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.704,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.375,
"nearby_nodes": 2,
"network_redundancy_score": 0.552,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.2,
"dock_utilization_pct": 86.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.4,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 2.26,
"rent_growth_90d_pct": 3.96,
"tenant_expansion_probability": 0.611
} | {
"annualized_noi_impact_usd": 38417,
"annualized_revenue_impact_usd": 53722,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 452027,
"expansion_capture_probability_post_event": 0.516,
"lease_rate_change_pct": 2.93,
"occupancy_shift": 0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.99
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.23
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.78,
"capital_availability": 0.265,
"demand_pressure": 0.68,
"entitlement_friction": 0.375,
"labor_shortage": 0.796,
"portfolio_tightness": 0.551,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-102480",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:58:00Z",
"trace_id": "5d8bd59e-4850-4b3a-96c2-858410f4536a"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.116,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.146,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.75,
"battery_mwh": 5.62,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-C2BA7893EE",
"grid_service_limit_mw": 15.1,
"gross_sqft": 715523,
"infill_site": false,
"lease_expiry_months": 8,
"... | {
"capital_availability": 0.538,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.615,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.153,
"nearby_nodes": 7,
"network_redundancy_score": 0.517,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.6,
"dock_utilization_pct": 80.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 68.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pres... | {
"build_vs_buy_score": 1.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.1,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": -0.33,
"rent_growth_90d_pct": -1.53,
"tenant_expansion_probability": 0.219
} | {
"annualized_noi_impact_usd": -82034,
"annualized_revenue_impact_usd": -125688,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 90,
"estimated_capex_usd": 536017,
"expansion_capture_probability_post_event": 0.123,
"lease_rate_change_pct": -3.37,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.64
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.97
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.738,
"capital_availability": 0.538,
"demand_pressure": 0.407,
"entitlement_friction": 0.153,
"labor_shortage": 0.736,
"portfolio_tightness": 0.357,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-102481",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:37:00Z",
"trace_id": "b91fe466-c28e-4de2-b1e8-37b282b0aa39"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.231,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.479,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.55,
"battery_mwh": 2.62,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-BD0284AC0B",
"grid_service_limit_mw": 9.25,
"gross_sqft": 837676,
"infill_site": true,
"lease_expiry_months": 63,
"occup... | {
"capital_availability": 0.426,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.501,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.435,
"nearby_nodes": 6,
"network_redundancy_score": 0.509,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 78.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 84.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.1,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.718,
"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": 3.11,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.7,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 4.98,
"rent_growth_90d_pct": 5.89,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 156355,
"annualized_revenue_impact_usd": 212799,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 670227,
"expansion_capture_probability_post_event": 0.503,
"lease_rate_change_pct": 2.65,
"occupancy_shift": 0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.84
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.07
},
{
"action": "a... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.079,
"capital_availability": 0.426,
"demand_pressure": 0.512,
"entitlement_friction": 0.435,
"labor_shortage": 0.848,
"portfolio_tightness": 0.694,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-102482",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:58:00Z",
"trace_id": "306bd54f-06a9-4ae9-af62-2364fa577ae2"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"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": 0.038,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.14,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.64,
"battery_mwh": 0.1,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-390C1CC718",
"grid_service_limit_mw": 15.5,
"gross_sqft": 1256907,
"infill_site": true,
"lease_expiry_months": 47,
"occu... | {
"capital_availability": 0.207,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.479,
"cross_node_rebalancing_capacity_pct": 0.087,
"entitlement_friction": 0.156,
"nearby_nodes": 8,
"network_redundancy_score": 0.845,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.7,
"dock_utilization_pct": 77,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"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": 1.54,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": -1.59,
"rent_growth_90d_pct": -0.04,
"tenant_expansion_probability": 0.097
} | {
"annualized_noi_impact_usd": -277056,
"annualized_revenue_impact_usd": -466861,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 90,
"estimated_capex_usd": 611891,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.22,
"occupancy_shift": -0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.29
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 31.61
},
{
"action": "activate_temp_labor... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.836,
"capital_availability": 0.207,
"demand_pressure": 0.228,
"entitlement_friction": 0.156,
"labor_shortage": 0.829,
"portfolio_tightness": 0.329,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-102483",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:23:00Z",
"trace_id": "970a5b2d-84b8-49bd-90a4-8c5dabe6d981"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.048,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.425,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.74,
"battery_mwh": 6.94,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-2DE9B3CB64",
"grid_service_limit_mw": 20.47,
"gross_sqft": 901404,
"infill_site": false,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.446,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.794,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.571,
"nearby_nodes": 7,
"network_redundancy_score": 0.697,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 79.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"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": 2.24,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.5,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 0.64,
"rent_growth_90d_pct": -0.36,
"tenant_expansion_probability": 0.238
} | {
"annualized_noi_impact_usd": -218788,
"annualized_revenue_impact_usd": -347154,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 468960,
"expansion_capture_probability_post_event": 0.131,
"lease_rate_change_pct": -3.45,
"occupancy_shift": -0.015,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.72
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.63
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.326,
"capital_availability": 0.446,
"demand_pressure": 0.324,
"entitlement_friction": 0.571,
"labor_shortage": 0.939,
"portfolio_tightness": 0.521,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-102484",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T22:32:00Z",
"trace_id": "482e75d1-425d-49c3-9ac9-a3e097f846d2"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9,
"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": 0.301,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.268,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.7,
"battery_mwh": 9.02,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-19A8EB52CA",
"grid_service_limit_mw": 21.11,
"gross_sqft": 995814,
"infill_site": false,
"lease_expiry_months": 17,
"occu... | {
"capital_availability": 0.616,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.292,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.146,
"nearby_nodes": 8,
"network_redundancy_score": 0.639,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 162008... | [
{
"appointment_fill_pct": 89.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.3,
"dock_utilization_pct": 85.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 61.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.834,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.9,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 1.91,
"rent_growth_90d_pct": 3.8,
"tenant_expansion_probability": 0.455
} | {
"annualized_noi_impact_usd": 16385,
"annualized_revenue_impact_usd": 23877,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 625772,
"expansion_capture_probability_post_event": 0.348,
"lease_rate_change_pct": 1.71,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.06
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 36.5
},
{
"action": "rebalance_carrier_mi... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.587,
"capital_availability": 0.616,
"demand_pressure": 0.643,
"entitlement_friction": 0.146,
"labor_shortage": 0.855,
"portfolio_tightness": 0.462,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-102485",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:30:00Z",
"trace_id": "5ee0b980-6864-4f8b-9a96-7a3523244347"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.1,
"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": 0.142,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.317,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.42,
"battery_mwh": 2.48,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-7E7D7B63B5",
"grid_service_limit_mw": 11.74,
"gross_sqft": 379977,
"infill_site": false,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.395,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.637,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.858,
"nearby_nodes": 8,
"network_redundancy_score": 0.853,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 30.3,
"dock_utilization_pct": 79.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 63.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 11.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.665,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.9,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 2.17,
"rent_growth_90d_pct": 3.36,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 925,
"annualized_revenue_impact_usd": 1288,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 522451,
"expansion_capture_probability_post_event": 0.349,
"lease_rate_change_pct": 0.02,
"occupancy_shift": 0.004,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.94
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.59
},
{
"action": "hold_service_levels_flat... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.606,
"capital_availability": 0.395,
"demand_pressure": 0.287,
"entitlement_friction": 0.858,
"labor_shortage": 0.734,
"portfolio_tightness": 0.639,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.744,
"id": "FORGE-102486",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:31:00Z",
"trace_id": "bbb16985-4266-4323-bc37-0f99ec5d8107"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": -0.016,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.503,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.76,
"battery_mwh": 9.51,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-819EF39233",
"grid_service_limit_mw": 25.49,
"gross_sqft": 160000,
"infill_site": true,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.206,
"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.796,
"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.463,
"nearby_nodes": 7,
"network_redundancy_score": 0.619,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 219976... | [
{
"appointment_fill_pct": 75.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 80.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.734,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.3,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 0.01,
"rent_growth_90d_pct": -1.26,
"tenant_expansion_probability": 0.175
} | {
"annualized_noi_impact_usd": -32994,
"annualized_revenue_impact_usd": -55635,
"cap_rate_pressure_pct": -0.32,
"decision_horizon_days": 60,
"estimated_capex_usd": 549233,
"expansion_capture_probability_post_event": 0.095,
"lease_rate_change_pct": -3.85,
"occupancy_shift": -0.013,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.25
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.73
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.75,
"capital_availability": 0.206,
"demand_pressure": 0.372,
"entitlement_friction": 0.463,
"labor_shortage": 0.843,
"portfolio_tightness": 0.469,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-102487",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:41:00Z",
"trace_id": "701602e5-2f0b-4a44-9278-3518742641b8"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"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": 0.21,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.25,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.36,
"battery_mwh": 10.25,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-C71707375B",
"grid_service_limit_mw": 23.6,
"gross_sqft": 1213002,
"infill_site": true,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.034,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.287,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.383,
"nearby_nodes": 7,
"network_redundancy_score": 0.752,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 382748... | [
{
"appointment_fill_pct": 91.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.5,
"dock_utilization_pct": 84.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 1.54,
"rent_growth_90d_pct": 2.14,
"tenant_expansion_probability": 0.396
} | {
"annualized_noi_impact_usd": -10534,
"annualized_revenue_impact_usd": -13704,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 530673,
"expansion_capture_probability_post_event": 0.309,
"lease_rate_change_pct": 0.37,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.01
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.59
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.547,
"capital_availability": 0.034,
"demand_pressure": 0.575,
"entitlement_friction": 0.383,
"labor_shortage": 0.635,
"portfolio_tightness": 0.486,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-102488",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:06:00Z",
"trace_id": "b798c3bc-ef5e-4f99-a756-67f7517a3c39"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.354,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.245,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.5,
"battery_mwh": 10.19,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-C98AE21EED",
"grid_service_limit_mw": 12.24,
"gross_sqft": 540943,
"infill_site": true,
"lease_expiry_months": 32,
"occu... | {
"capital_availability": 0.984,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.728,
"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.535,
"nearby_nodes": 7,
"network_redundancy_score": 0.49,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 88.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 32.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.723,
"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": 2.97,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.9,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 5.52,
"rent_growth_90d_pct": 6.65,
"tenant_expansion_probability": 0.756
} | {
"annualized_noi_impact_usd": 379935,
"annualized_revenue_impact_usd": 577305,
"cap_rate_pressure_pct": 0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 600823,
"expansion_capture_probability_post_event": 0.713,
"lease_rate_change_pct": 4.49,
"occupancy_shift": 0.035,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 48.07
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.23
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.207,
"capital_availability": 0.984,
"demand_pressure": 0.756,
"entitlement_friction": 0.535,
"labor_shortage": 1,
"portfolio_tightness": 0.647,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-102489",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T22:52:00Z",
"trace_id": "8850f771-0174-4e08-bbd6-d4e30566bdfa"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.5,
"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": 0.152,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.43,
"seasonality": 0.82,
"service_level_target": 0.... | {
"automation_penetration": 0.54,
"battery_mwh": 9.27,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-002885441E",
"grid_service_limit_mw": 11.73,
"gross_sqft": 1015392,
"infill_site": true,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.871,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.275,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.687,
"nearby_nodes": 5,
"network_redundancy_score": 0.65,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 84,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.1,
"dock_utilization_pct": 83,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.693,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.7,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 3.43,
"rent_growth_90d_pct": 2.21,
"tenant_expansion_probability": 0.429
... | {
"annualized_noi_impact_usd": -40117,
"annualized_revenue_impact_usd": -64400,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 573766,
"expansion_capture_probability_post_event": 0.36,
"lease_rate_change_pct": -0.69,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 37.4
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.4
},
{
"action": "offer_preemptive_e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.484,
"capital_availability": 0.871,
"demand_pressure": 0.466,
"entitlement_friction": 0.687,
"labor_shortage": 0.677,
"portfolio_tightness": 0.637,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-102490",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:43:00Z",
"trace_id": "3fa84748-6442-4e4a-85e5-68264969215c"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.158,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.079,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.81,
"battery_mwh": 4.32,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-38FF243E86",
"grid_service_limit_mw": 11.04,
"gross_sqft": 1070108,
"infill_site": false,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.514,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.516,
"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.678,
"nearby_nodes": 2,
"network_redundancy_score": 0.415,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 84.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.709,
"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": 2.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.8,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 3.09,
"rent_growth_90d_pct": 3.93,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 123762,
"annualized_revenue_impact_usd": 196120,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 638779,
"expansion_capture_probability_post_event": 0.347,
"lease_rate_change_pct": 0.46,
"occupancy_shift": 0.028,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.89
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.55
},
{
"action": "shift_ov... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.687,
"capital_availability": 0.514,
"demand_pressure": 0.55,
"entitlement_friction": 0.678,
"labor_shortage": 0.839,
"portfolio_tightness": 0.576,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-102491",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T22:31:00Z",
"trace_id": "2bead546-af8c-469a-bcac-dda9a6da1967"
} | {
"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": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.222,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.263,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.21,
"battery_mwh": 9.36,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 29,
"facility_id": "FAC-00AFBFCA69",
"grid_service_limit_mw": 12.44,
"gross_sqft": 294883,
"infill_site": false,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.584,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.43,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.58,
"nearby_nodes": 8,
"network_redundancy_score": 0.358,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 85.9,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 56.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.7,
"shift_fill_rate_pct": ... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.712,
"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": 2.82,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.38,
"rent_growth_90d_pct": 6.59,
"tenant_expansion_probability": 0.53
} | {
"annualized_noi_impact_usd": 63720,
"annualized_revenue_impact_usd": 84325,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 682230,
"expansion_capture_probability_post_event": 0.471,
"lease_rate_change_pct": 3.29,
"occupancy_shift": 0.017,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.27
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.94
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.462,
"capital_availability": 0.584,
"demand_pressure": 0.612,
"entitlement_friction": 0.58,
"labor_shortage": 0.745,
"portfolio_tightness": 0.646,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-102492",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:37:00Z",
"trace_id": "79d31c6e-c47a-4732-9ebe-386e6228532b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": 0.253,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.193,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.25,
"battery_mwh": 8.22,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-164B870AC9",
"grid_service_limit_mw": 18.01,
"gross_sqft": 1009130,
"infill_site": false,
"lease_expiry_months": 52,... | {
"capital_availability": 0.683,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.526,
"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.241,
"nearby_nodes": 4,
"network_redundancy_score": 0.336,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46,
"dock_utilization_pct": 83.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 62.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.72,
"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": 2.38,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 90.1,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 2.98,
"rent_growth_90d_pct": 2.61,
"tenant_expansion_probability": 0.518
} | {
"annualized_noi_impact_usd": 126151,
"annualized_revenue_impact_usd": 161764,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 578473,
"expansion_capture_probability_post_event": 0.461,
"lease_rate_change_pct": 0.46,
"occupancy_shift": 0.023,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.38
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.92
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.714,
"capital_availability": 0.683,
"demand_pressure": 0.549,
"entitlement_friction": 0.241,
"labor_shortage": 0.968,
"portfolio_tightness": 0.503,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-102493",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:08:00Z",
"trace_id": "6ea387e9-6ba3-48e9-8684-5f7cf6d2f14a"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.015,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.376,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.61,
"battery_mwh": 11,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 135,
"facility_id": "FAC-FBB6F142CE",
"grid_service_limit_mw": 14.67,
"gross_sqft": 1355280,
"infill_site": false,
"lease_expiry_months": 13,
"occ... | {
"capital_availability": 0.49,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.801,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.655,
"nearby_nodes": 3,
"network_redundancy_score": 0.36,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 77.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.8,
"dock_utilization_pct": 82.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forec... | {
"build_vs_buy_score": 1.67,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.2,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 0.57,
"rent_growth_90d_pct": 1.51,
"tenant_expansion_probability": 0.193
} | {
"annualized_noi_impact_usd": -196920,
"annualized_revenue_impact_usd": -337156,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 461481,
"expansion_capture_probability_post_event": 0.098,
"lease_rate_change_pct": -2.03,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.81
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.12
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.56,
"capital_availability": 0.49,
"demand_pressure": 0.5,
"entitlement_friction": 0.655,
"labor_shortage": 0.862,
"portfolio_tightness": 0.455,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-102494",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:18:00Z",
"trace_id": "358909fe-2ae7-4e20-b657-de2145d236e0"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.126,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.097,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.63,
"battery_mwh": 11.89,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-BB511F70C4",
"grid_service_limit_mw": 22.44,
"gross_sqft": 1087989,
"infill_site": false,
"lease_expiry_months": 16... | {
"capital_availability": 0.272,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.736,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.193,
"nearby_nodes": 3,
"network_redundancy_score": 0.316,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.6,
"dock_utilization_pct": 81.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"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": 1.81,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.9,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 1.05,
"rent_growth_90d_pct": 1.1,
"tenant_expansion_probability": 0.275
} | {
"annualized_noi_impact_usd": -86519,
"annualized_revenue_impact_usd": -130839,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 90,
"estimated_capex_usd": 609524,
"expansion_capture_probability_post_event": 0.177,
"lease_rate_change_pct": -1.42,
"occupancy_shift": 0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.87
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.85
},
{
"action": "escalate_utilit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.72,
"capital_availability": 0.272,
"demand_pressure": 0.386,
"entitlement_friction": 0.193,
"labor_shortage": 0.799,
"portfolio_tightness": 0.545,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-102495",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:33:00Z",
"trace_id": "2e77e35e-685a-4a6d-a126-0f16aa4f64fb"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.153,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.278,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.28,
"battery_mwh": 7.36,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-23B8010F80",
"grid_service_limit_mw": 15.3,
"gross_sqft": 685163,
"infill_site": false,
"lease_expiry_months": 45,
"occu... | {
"capital_availability": 0.645,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.269,
"cross_node_rebalancing_capacity_pct": 0.182,
"entitlement_friction": 0.245,
"nearby_nodes": 4,
"network_redundancy_score": 0.673,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 85.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 46.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"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": 2.46,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.2,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 2.33,
"rent_growth_90d_pct": 3.26,
"tenant_expansion_probability": 0.349
... | {
"annualized_noi_impact_usd": -45780,
"annualized_revenue_impact_usd": -73393,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 568210,
"expansion_capture_probability_post_event": 0.26,
"lease_rate_change_pct": 0.38,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.89
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.06
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.781,
"capital_availability": 0.645,
"demand_pressure": 0.629,
"entitlement_friction": 0.245,
"labor_shortage": 1,
"portfolio_tightness": 0.571,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-102496",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:39:00Z",
"trace_id": "77d0acdc-fdcd-4259-bbc8-98a966cbe400"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.32,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.082,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.41,
"battery_mwh": 0.07,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 131,
"facility_id": "FAC-12445550A0",
"grid_service_limit_mw": 26.08,
"gross_sqft": 1310714,
"infill_site": true,
"lease_expiry_months": 43,
"occ... | {
"capital_availability": 0.484,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.568,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.279,
"nearby_nodes": 5,
"network_redundancy_score": 0.358,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 89.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.3,
"dock_utilization_pct": 83.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 83.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.4,
"shift_fill_... | {
"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": "high",
"forecas... | {
"build_vs_buy_score": 2.14,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.8,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 1.51,
"rent_growth_90d_pct": 0.85,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -11705,
"annualized_revenue_impact_usd": -15878,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 641300,
"expansion_capture_probability_post_event": 0.373,
"lease_rate_change_pct": -0.25,
"occupancy_shift": 0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.45
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.95
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.67,
"capital_availability": 0.484,
"demand_pressure": 0.545,
"entitlement_friction": 0.279,
"labor_shortage": 0.758,
"portfolio_tightness": 0.507,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-102497",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:41:00Z",
"trace_id": "409fea43-971f-4f2e-8de6-9daef3534836"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.035,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.294,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.66,
"battery_mwh": 3.57,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-0ABC494352",
"grid_service_limit_mw": 13.62,
"gross_sqft": 890172,
"infill_site": false,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.849,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.622,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.385,
"nearby_nodes": 8,
"network_redundancy_score": 0.632,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 128517... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 27.3,
"dock_utilization_pct": 81.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.65,
"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": 2.42,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 2.49,
"rent_growth_90d_pct": 3.13,
"tenant_expansion_probability": 0.315
} | {
"annualized_noi_impact_usd": -22820,
"annualized_revenue_impact_usd": -31846,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 575876,
"expansion_capture_probability_post_event": 0.287,
"lease_rate_change_pct": 0.14,
"occupancy_shift": 0.015,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.19
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.93
},
{
"action": "monitor_and_stag... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.053,
"capital_availability": 0.849,
"demand_pressure": 0.459,
"entitlement_friction": 0.385,
"labor_shortage": 0.439,
"portfolio_tightness": 0.403,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-102498",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:14:00Z",
"trace_id": "a73d6ce3-3516-4f50-b13d-62adee64b32d"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.067,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.42,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.56,
"battery_mwh": 0.16,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 79,
"facility_id": "FAC-571F2D5F4B",
"grid_service_limit_mw": 12.71,
"gross_sqft": 793808,
"infill_site": true,
"lease_expiry_months": 11,
"... | {
"capital_availability": 0.508,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.479,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.819,
"nearby_nodes": 6,
"network_redundancy_score": 0.447,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 79.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 83,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.21,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.7,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": -0.23,
"rent_growth_90d_pct": -1.28,
"tenant_expansion_probability": 0.1... | {
"annualized_noi_impact_usd": -390974,
"annualized_revenue_impact_usd": -531939,
"cap_rate_pressure_pct": -0.37,
"decision_horizon_days": 30,
"estimated_capex_usd": 694682,
"expansion_capture_probability_post_event": 0.048,
"lease_rate_change_pct": -4.74,
"occupancy_shift": -0.019,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.98
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.46
},
{
"action": "deploy_pe... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.819,
"capital_availability": 0.508,
"demand_pressure": 0.311,
"entitlement_friction": 0.819,
"labor_shortage": 1,
"portfolio_tightness": 0.543,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-102499",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:32:00Z",
"trace_id": "a3b7ea60-e1fb-4d42-9614-c343fda929b3"
} | {
"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.267,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.443,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.49,
"battery_mwh": 6.86,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 81,
"facility_id": "FAC-0F454CE16B",
"grid_service_limit_mw": 20.41,
"gross_sqft": 811295,
"infill_site": false,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.294,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.296,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.667,
"nearby_nodes": 6,
"network_redundancy_score": 0.624,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 83,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.3,
"dock_utilization_pct": 84.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.736,
"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": 2.01,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.1,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 3.28,
"rent_growth_90d_pct": 3.77,
"tenant_expansion_probability": 0.519
} | {
"annualized_noi_impact_usd": 41462,
"annualized_revenue_impact_usd": 64085,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 732839,
"expansion_capture_probability_post_event": 0.434,
"lease_rate_change_pct": 0.99,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 51.21
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.81
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.558,
"capital_availability": 0.294,
"demand_pressure": 0.537,
"entitlement_friction": 0.667,
"labor_shortage": 0.76,
"portfolio_tightness": 0.585,
"... |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.