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": 0.797,
"id": "FORGE-104500",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T06:37:00Z",
"trace_id": "3fbd99ac-ebf8-48ba-8ac2-e3a9e13e2fd2"
} | {
"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": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.088,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.174,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.48,
"battery_mwh": 3.41,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 32,
"facility_id": "FAC-714B63D508",
"grid_service_limit_mw": 21.1,
"gross_sqft": 328028,
"infill_site": true,
"lease_expiry_months": 50,
"... | {
"capital_availability": 0.042,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.78,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.415,
"nearby_nodes": 4,
"network_redundancy_score": 0.723,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.8,
"dock_utilization_pct": 80.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.755,
"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": 1.73,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.1,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": 0.22,
"rent_growth_90d_pct": -0.94,
"tenant_expansion_probability": 0.254
} | {
"annualized_noi_impact_usd": -52693,
"annualized_revenue_impact_usd": -78262,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 45,
"estimated_capex_usd": 554692,
"expansion_capture_probability_post_event": 0.165,
"lease_rate_change_pct": -3.03,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.34
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.76
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.596,
"capital_availability": 0.042,
"demand_pressure": 0.396,
"entitlement_friction": 0.415,
"labor_shortage": 0.751,
"portfolio_tightness": 0.446,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-104501",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:43:00Z",
"trace_id": "5f726fd5-5a89-4934-a8fa-1f4723c1b58a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"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": 0.286,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.238,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.74,
"battery_mwh": 10.48,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-F3DC9B18F5",
"grid_service_limit_mw": 19.01,
"gross_sqft": 1154363,
"infill_site": false,
"lease_expiry_months": 19,
"... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.679,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.596,
"nearby_nodes": 3,
"network_redundancy_score": 0.737,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 141... | [
{
"appointment_fill_pct": 96,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53.1,
"dock_utilization_pct": 90.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.839,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.66,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.7,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 3.09,
"rent_growth_90d_pct": 3.86,
"tenant_expansion_probability": 0.492
} | {
"annualized_noi_impact_usd": 70836,
"annualized_revenue_impact_usd": 103525,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 451559,
"expansion_capture_probability_post_event": 0.396,
"lease_rate_change_pct": 1.85,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.15
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.2
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.729,
"capital_availability": 0,
"demand_pressure": 0.893,
"entitlement_friction": 0.596,
"labor_shortage": 0.774,
"portfolio_tightness": 0.545,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-104502",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:46:00Z",
"trace_id": "eb5b09b3-f620-4cf1-84b4-407a0990ce03"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.129,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.397,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.8,
"battery_mwh": 2.67,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-5877B3AD68",
"grid_service_limit_mw": 14.37,
"gross_sqft": 775137,
"infill_site": false,
"lease_expiry_months": 37,
... | {
"capital_availability": 0.32,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.383,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.668,
"nearby_nodes": 5,
"network_redundancy_score": 0.611,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 66508,
... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 81.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 65.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.86,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.7,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 0.35,
"rent_growth_90d_pct": 1.15,
"tenant_expansion_probability": 0.294
} | {
"annualized_noi_impact_usd": -97847,
"annualized_revenue_impact_usd": -135709,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 543499,
"expansion_capture_probability_post_event": 0.183,
"lease_rate_change_pct": -1.68,
"occupancy_shift": -0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.23
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.61
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.502,
"capital_availability": 0.32,
"demand_pressure": 0.425,
"entitlement_friction": 0.668,
"labor_shortage": 0.815,
"portfolio_tightness": 0.467,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-104503",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:39:00Z",
"trace_id": "a3886855-aa7a-46ec-ba4d-17320235ba99"
} | {
"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": "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": true,
"growth_rate": 0.207,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.332,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.28,
"battery_mwh": 7.66,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 139,
"facility_id": "FAC-AEFCBA31EC",
"grid_service_limit_mw": 13.66,
"gross_sqft": 1393034,
"infill_site": false,
"lease_expiry_months": 24,
"o... | {
"capital_availability": 0.162,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.327,
"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.278,
"nearby_nodes": 3,
"network_redundancy_score": 0.322,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.5,
"dock_utilization_pct": 80.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 65.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.738,
"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": 1.82,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.2,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 0.88,
"rent_growth_90d_pct": 2.27,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -58561,
"annualized_revenue_impact_usd": -98630,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 411994,
"expansion_capture_probability_post_event": 0.308,
"lease_rate_change_pct": 0.54,
"occupancy_shift": -0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.42
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.76
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.663,
"capital_availability": 0.162,
"demand_pressure": 0.336,
"entitlement_friction": 0.278,
"labor_shortage": 0.64,
"portfolio_tightness": 0.557,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-104504",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:47:00Z",
"trace_id": "535a733e-dcb9-4825-9c60-ca5c5b24ab15"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.037,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.127,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.53,
"battery_mwh": 8.88,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-6BF02D437E",
"grid_service_limit_mw": 24.05,
"gross_sqft": 1250475,
"infill_site": false,
"lease_expiry_months": 10,
"o... | {
"capital_availability": 0.592,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.529,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.365,
"nearby_nodes": 2,
"network_redundancy_score": 0.592,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 121795... | [
{
"appointment_fill_pct": 77.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34.4,
"dock_utilization_pct": 77.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 67.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.731,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.72,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.1,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": -1.3,
"rent_growth_90d_pct": -2.53,
"tenant_expansion_probability": 0.137
} | {
"annualized_noi_impact_usd": -283228,
"annualized_revenue_impact_usd": -389358,
"cap_rate_pressure_pct": -0.38,
"decision_horizon_days": 45,
"estimated_capex_usd": 655458,
"expansion_capture_probability_post_event": 0.04,
"lease_rate_change_pct": -4.68,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.28
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.81
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.592,
"demand_pressure": 0.217,
"entitlement_friction": 0.365,
"labor_shortage": 0.671,
"portfolio_tightness": 0.411,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-104505",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:49:00Z",
"trace_id": "f2e820b8-4090-45f4-899c-8774db21cb1b"
} | {
"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",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"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",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.251,
"seasonality": 0.74,
"service... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-5C99DE0024",
"grid_service_limit_mw": 23.18,
"gross_sqft": 571985,
"infill_site": true,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.511,
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"competitive_pressure_score": 0.49,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.233,
"nearby_nodes": 6,
"network_redundancy_score": 0.772,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1408126... | [
{
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"dock_utilization_pct": 82.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 0.79,
"rent_growth_90d_pct": 1.19,
"tenant_expansion_probability": 0.32... | {
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"expansion_capture_probability_post_event": 0.242,
"lease_rate_change_pct": -0.89,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 31.26
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.14
},
{
"action": "secure_pop_up_ca... | {
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"demand_pressure": 0.473,
"entitlement_friction": 0.233,
"labor_shortage": 0.846,
"portfolio_tightness": 0.469,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-104506",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:03:00Z",
"trace_id": "008dd0a9-7ec3-49c1-a6ac-37f6f7ffbcdc"
} | {
"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",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.133,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 3.82,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-ACEEAD989A",
"grid_service_limit_mw": 10.84,
"gross_sqft": 1164152,
"infill_site": false,
"lease_expiry_months": 18,... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.428,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 57... | [
{
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"dock_utilization_pct": 88.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"rent_growth_30d_pct": 3.72,
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} | {
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"lease_rate_change_pct": 1.77,
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"service_penalty_risk_... | {
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{
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"score": 44.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.5
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
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"labor_shortage": 1,
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"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.727,
"id": "FORGE-104507",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:42:00Z",
"trace_id": "d7b436b2-7c08-41d1-9d0f-577de6e3b551"
} | {
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"market": "Chicago",
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.314,
"seasonality": 0.49,
"service_level_targe... | {
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"battery_mwh": 0.71,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
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"facility_id": "FAC-BECF9AB51D",
"grid_service_limit_mw": 16.74,
"gross_sqft": 562099,
"infill_site": false,
"lease_expiry_months": 28,
... | {
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"nearby_nodes": 6,
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"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1426702,... | [
{
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"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.8,
"shift_fill_rate... | {
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"confidence_band": "high",
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} | {
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"lease_rate_change_pct": -1.55,
"occupancy_shift": 0.009,
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"alternative_actions": [
{
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"score": 31.02
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 28.87
},
{
"action": "deploy_peak_shaving",
... | {
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"labor_shortage": 0.755,
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"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-104508",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:31:00Z",
"trace_id": "eaab8934-412b-4514-9fbc-263af860341e"
} | {
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"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"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.316,
"seasonality": 0.74,
"service_leve... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-DAF0245D29",
"grid_service_limit_mw": 14.52,
"gross_sqft": 1267222,
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"lease_expiry_months": 34,
... | {
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"nearby_nodes": 6,
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"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 87.8,
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"power_load_pct_of_service_limit": 36.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"rent_growth_30d_pct": 3.35,
"rent_growth_90d_pct": 4.18,
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} | {
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"lease_rate_change_pct": 3.4,
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"service_penalty_risk_us... | {
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{
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"score": 46.29
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.88
},
{
... | {
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"labor_shortage": 1,
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"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-104509",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:30:00Z",
"trace_id": "478a9d17-35b6-41b2-8b42-bd0532caed8c"
} | {
"airport_proximity_km": 53,
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"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.149,
"seasonality": 0.61,
"service_level_target": ... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
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"facility_id": "FAC-48771239BB",
"grid_service_limit_mw": 11.28,
"gross_sqft": 1029040,
"infill_site": false,
"lease_expiry_months": 16,... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.455,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 716191... | [
{
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"power_load_pct_of_service_limit": 46.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 4.11,
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} | {
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"service_penalty_risk_... | {
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{
"action": "lock_power_capacity_reservation",
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},
{
"action": "rebalance_carrier_mix",
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},
{
"action": "defer_noncritical_projects",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.4,
"demand_pressure": 0.538,
"entitlement_friction": 0.687,
"labor_shortage": 0.767,
"portfolio_tightness": 0.715,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-104510",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:50:00Z",
"trace_id": "83683150-0677-496e-ad1a-996b9bd974cb"
} | {
"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": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"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": 0.128,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.114,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 9.21,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-8B0C9BF84C",
"grid_service_limit_mw": 13.4,
"gross_sqft": 892932,
"infill_site": true,
"lease_expiry_months": 45,
"... | {
"capital_availability": 0.42,
"cluster_utilization_pct": 0.905,
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"entitlement_friction": 0.712,
"nearby_nodes": 4,
"network_redundancy_score": 0.375,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 83.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.2,
"shift_fill_... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.29,
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.913,
"rent_growth_30d_pct": 1.19,
"rent_growth_90d_pct": 2.91,
"tenant_expansion_probability... | {
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.201,
"lease_rate_change_pct": -0.56,
"occupancy_shift": 0.009,
"service_penalty_ri... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.66
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.44
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.495,
"entitlement_friction": 0.712,
"labor_shortage": 1,
"portfolio_tightness": 0.588,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-104511",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:56:00Z",
"trace_id": "88d5b537-0222-4eba-8054-f5b1f9cf8af9"
} | {
"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",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.153,
"seasonality": 0.49,
"service_level_target"... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": true,
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"grid_service_limit_mw": 9.41,
"gross_sqft": 995294,
"infill_site": true,
"lease_expiry_months": 25,
"o... | {
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"competitive_pressure_score": 0.728,
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"nearby_nodes": 8,
"network_redundancy_score": 0.585,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 119... | [
{
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"power_load_pct_of_service_limit": 77.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12,
"shift_fill_rate_pct... | {
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"confidence_band": "moderate",
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"rent_growth_30d_pct": 3.29,
"rent_growth_90d_pct": 3.94,
"tenant_expansion_probability": 0.509... | {
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"lease_rate_change_pct": 0.9,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
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},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.44
},
{
"action": "rebal... | {
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"labor_shortage": 0.839,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-104512",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:51:00Z",
"trace_id": "c59b1e62-ddff-4343-abef-0960461c58b9"
} | {
"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"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.354,
"seasonality": 0.61,
"service_level_target": ... | {
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"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-0430A47202",
"grid_service_limit_mw": 22.53,
"gross_sqft": 646966,
"infill_site": false,
"lease_expiry_months": 40,
"oc... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.869,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 5... | [
{
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"dock_utilization_pct": 80.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.1,
"shift_fil... | {
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"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 2.4,
"rent_growth_90d_pct": 1.63,
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} | {
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"lease_rate_change_pct": -1.55,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 27.51
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 23.21
},
{
"action": "rebalance_carrier_mix",
... | {
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"labor_shortage": 0.484,
"portfolio_tightness": 0.521,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.743,
"id": "FORGE-104513",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:27:00Z",
"trace_id": "1611578c-1bb8-44d7-b537-0aa7a705c7b1"
} | {
"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"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.333,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 10.4,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 29,
"facility_id": "FAC-6E3EB4507B",
"grid_service_limit_mw": 15.01,
"gross_sqft": 292573,
"infill_site": true,
"lease_expiry_months": 37,
"occu... | {
"capital_availability": 0.715,
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"entitlement_friction": 0.644,
"nearby_nodes": 2,
"network_redundancy_score": 0.323,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 78,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 66.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"rent_growth_30d_pct": 2.42,
"rent_growth_90d_pct": 4.29,
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} | {
"annualized_noi_impact_usd": -44987,
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"expansion_capture_probability_post_event": 0.22,
"lease_rate_change_pct": -0.55,
"occupancy_shift": -0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.19
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 25.25
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 1,
"portfolio_tightness": 0.685,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-104514",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:27:00Z",
"trace_id": "a179f53b-96e0-4ad1-bf1f-8b4dc1233c50"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.284,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 7.77,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-75C5A9C7CC",
"grid_service_limit_mw": 10.92,
"gross_sqft": 1250350,
"infill_site": true,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.415,
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"nearby_nodes": 6,
"network_redundancy_score": 0.844,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 91.4,
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"dock_utilization_pct": 85.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.68,
"capacity_risk_band": "moderate",
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"rent_growth_30d_pct": 3.25,
"rent_growth_90d_pct": 4.84,
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} | {
"annualized_noi_impact_usd": 95614,
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"lease_rate_change_pct": 2.5,
"occupancy_shift": 0.008,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.39
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.37
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.35,
"capital_availability": 0.415,
"demand_pressure": 0.61,
"entitlement_friction": 0.408,
"labor_shortage": 0.798,
"portfolio_tightness": 0.647,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-104515",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:15:00Z",
"trace_id": "546f739b-292a-4bf8-87b1-e5f49980d79c"
} | {
"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": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.361,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.099,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.48,
"battery_mwh": 1.35,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 111,
"facility_id": "FAC-95123D0B72",
"grid_service_limit_mw": 23.24,
"gross_sqft": 1110665,
"infill_site": true,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.476,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.64,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.453,
"nearby_nodes": 3,
"network_redundancy_score": 0.837,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 316676,... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 86.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 85.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.829,
"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": 1.91,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.4,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 1.74,
"rent_growth_90d_pct": 3.94,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 84859,
"annualized_revenue_impact_usd": 121658,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 704931,
"expansion_capture_probability_post_event": 0.397,
"lease_rate_change_pct": 2.31,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.86
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.32
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.476,
"demand_pressure": 0.687,
"entitlement_friction": 0.453,
"labor_shortage": 0.622,
"portfolio_tightness": 0.449,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-104516",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:56:00Z",
"trace_id": "6ec4d75f-b23b-4707-a781-dfa2a07a1528"
} | {
"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": 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": 0.09,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.156,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.47,
"battery_mwh": 9.82,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-F6E1F3399B",
"grid_service_limit_mw": 27.51,
"gross_sqft": 215186,
"infill_site": true,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.279,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.392,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.607,
"nearby_nodes": 4,
"network_redundancy_score": 0.638,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 82.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.755,
"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": 2.06,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.2,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 0.4,
"rent_growth_90d_pct": -0.28,
"tenant_expansion_probability": 0.265
} | {
"annualized_noi_impact_usd": -26830,
"annualized_revenue_impact_usd": -39608,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 30,
"estimated_capex_usd": 473869,
"expansion_capture_probability_post_event": 0.171,
"lease_rate_change_pct": -2.65,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.19
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.06
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.521,
"capital_availability": 0.279,
"demand_pressure": 0.472,
"entitlement_friction": 0.607,
"labor_shortage": 0.75,
"portfolio_tightness": 0.437,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-104517",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T06:37:00Z",
"trace_id": "612be56a-3795-4928-a341-710740e28b34"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"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": 0.27,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.377,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.8,
"battery_mwh": 4.09,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-7D6EFC22B0",
"grid_service_limit_mw": 17.73,
"gross_sqft": 1178875,
"infill_site": false,
"lease_expiry_months": 32,
"oc... | {
"capital_availability": 0.032,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.502,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.2,
"nearby_nodes": 4,
"network_redundancy_score": 0.639,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 90.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 85.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 69,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_ra... | {
"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": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.22,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.5,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 2.16,
"rent_growth_90d_pct": 4.75,
"tenant_expansion_probability": 0.434
} | {
"annualized_noi_impact_usd": 28912,
"annualized_revenue_impact_usd": 45942,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 535442,
"expansion_capture_probability_post_event": 0.34,
"lease_rate_change_pct": 2.69,
"occupancy_shift": -0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.09
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.78
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.577,
"capital_availability": 0.032,
"demand_pressure": 0.63,
"entitlement_friction": 0.2,
"labor_shortage": 0.595,
"portfolio_tightness": 0.508,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.743,
"id": "FORGE-104518",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:30:00Z",
"trace_id": "02678375-48b3-43c5-a788-5beb707f4451"
} | {
"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": 6.5,
"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": 0.081,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.195,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.79,
"battery_mwh": 7.38,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-DF0F981669",
"grid_service_limit_mw": 18.13,
"gross_sqft": 911006,
"infill_site": false,
"lease_expiry_months": 43,
"occ... | {
"capital_availability": 0.443,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.75,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.156,
"nearby_nodes": 3,
"network_redundancy_score": 0.763,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 78.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 27.3,
"dock_utilization_pct": 81.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.631,
"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": 2.08,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.2,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 2.3,
"rent_growth_90d_pct": 1.57,
"tenant_expansion_probability": 0.36
} | {
"annualized_noi_impact_usd": 4067,
"annualized_revenue_impact_usd": 6584,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 302379,
"expansion_capture_probability_post_event": 0.349,
"lease_rate_change_pct": -0.31,
"occupancy_shift": 0.02,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 24.02
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 22.77
},
{
"action": "defer_noncritical_projects",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.604,
"capital_availability": 0.443,
"demand_pressure": 0.406,
"entitlement_friction": 0.156,
"labor_shortage": 0.49,
"portfolio_tightness": 0.475,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-104519",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:56:00Z",
"trace_id": "925b1daa-7352-4176-9bda-01bca4cb0246"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.042,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.083,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.53,
"battery_mwh": 5,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-B43D1887C5",
"grid_service_limit_mw": 23.2,
"gross_sqft": 801572,
"infill_site": true,
"lease_expiry_months": 32,
"occ... | {
"capital_availability": 0.755,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.526,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.354,
"nearby_nodes": 2,
"network_redundancy_score": 0.875,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.1,
"dock_utilization_pct": 82.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 32.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.643,
"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": 2.62,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 89.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.32,
"rent_growth_90d_pct": 2.5,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -5226,
"annualized_revenue_impact_usd": -8603,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 432980,
"expansion_capture_probability_post_event": 0.355,
"lease_rate_change_pct": -0.43,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.01
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 24.82
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.245,
"capital_availability": 0.755,
"demand_pressure": 0.455,
"entitlement_friction": 0.354,
"labor_shortage": 0.785,
"portfolio_tightness": 0.539,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-104520",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:23:00Z",
"trace_id": "3de713a4-d51f-4cb4-9afb-e020f34989d0"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.106,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.133,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.67,
"battery_mwh": 3.07,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-7D4EE0A320",
"grid_service_limit_mw": 13.76,
"gross_sqft": 424736,
"infill_site": true,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.805,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.511,
"cross_node_rebalancing_capacity_pct": 0.182,
"entitlement_friction": 0.788,
"nearby_nodes": 2,
"network_redundancy_score": 0.85,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.9,
"dock_utilization_pct": 81.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 32.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.638,
"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": 2.88,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.9,
"occupancy_90d": 0.986,
"rent_growth_30d_pct": 3.58,
"rent_growth_90d_pct": 3.02,
"tenant_expansion_probability": 0.483
} | {
"annualized_noi_impact_usd": 64592,
"annualized_revenue_impact_usd": 101279,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 394652,
"expansion_capture_probability_post_event": 0.446,
"lease_rate_change_pct": 0.18,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.29
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 24.99
},
{
"action": "activate_temp_labor",
"reason": "labo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.273,
"capital_availability": 0.805,
"demand_pressure": 0.384,
"entitlement_friction": 0.788,
"labor_shortage": 0.77,
"portfolio_tightness": 0.687,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-104521",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:38:00Z",
"trace_id": "84b050b5-c33a-4e4c-a90b-c8ad3e9315d7"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": -0.016,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.39,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.33,
"battery_mwh": 4.22,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-ACFB0081D7",
"grid_service_limit_mw": 15.95,
"gross_sqft": 789963,
"infill_site": false,
"lease_expiry_months": 67,
"occ... | {
"capital_availability": 0.3,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.371,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.36,
"nearby_nodes": 5,
"network_redundancy_score": 0.658,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 521500,
... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 82.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.1,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.2,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 1.31,
"rent_growth_90d_pct": 1.85,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -118888,
"annualized_revenue_impact_usd": -183446,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 363809,
"expansion_capture_probability_post_event": 0.128,
"lease_rate_change_pct": -1.57,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.85
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.41
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.285,
"capital_availability": 0.3,
"demand_pressure": 0.469,
"entitlement_friction": 0.36,
"labor_shortage": 0.876,
"portfolio_tightness": 0.474,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-104522",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:53:00Z",
"trace_id": "8078b653-9c75-4dd6-9c9d-85a971a20fe1"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"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": 0.373,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.366,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.45,
"battery_mwh": 5.78,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 136,
"facility_id": "FAC-06F250A7F4",
"grid_service_limit_mw": 16.68,
"gross_sqft": 1368063,
"infill_site": false,
"lease_expiry_months": 13,
"o... | {
"capital_availability": 0.695,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.428,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.241,
"nearby_nodes": 5,
"network_redundancy_score": 0.706,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 93.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 55.2,
"dock_utilization_pct": 91.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"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": 2.19,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.1,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 3.27,
"rent_growth_90d_pct": 5.19,
"tenant_expansion_probability": 0.61... | {
"annualized_noi_impact_usd": 237512,
"annualized_revenue_impact_usd": 352293,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 309181,
"expansion_capture_probability_post_event": 0.545,
"lease_rate_change_pct": 4.1,
"occupancy_shift": 0.02,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 46.18
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.66
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.551,
"capital_availability": 0.695,
"demand_pressure": 0.94,
"entitlement_friction": 0.241,
"labor_shortage": 0.799,
"portfolio_tightness": 0.454,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-104523",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:32:00Z",
"trace_id": "1d32229f-a7c2-4974-b25a-e07ce940e66f"
} | {
"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.375,
"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_le... | {
"automation_penetration": 0.7,
"battery_mwh": 4.31,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-954FADACAE",
"grid_service_limit_mw": 10.87,
"gross_sqft": 355453,
"infill_site": false,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.556,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.57,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.5,
"nearby_nodes": 8,
"network_redundancy_score": 0.613,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 5892... | [
{
"appointment_fill_pct": 89.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 86.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.66,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.3,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 1.16,
"rent_growth_90d_pct": -0.22,
"tenant_expansion_probability": 0.573... | {
"annualized_noi_impact_usd": 15798,
"annualized_revenue_impact_usd": 26041,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 440482,
"expansion_capture_probability_post_event": 0.488,
"lease_rate_change_pct": -0.04,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.63
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.55
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.418,
"capital_availability": 0.556,
"demand_pressure": 0.725,
"entitlement_friction": 0.5,
"labor_shortage": 0.572,
"portfolio_tightness": 0.341,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-104524",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:16:00Z",
"trace_id": "ad4dd207-f99f-4412-826d-a27e9bc1ec57"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.036,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.189,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.22,
"battery_mwh": 2.11,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-57603D5B4F",
"grid_service_limit_mw": 6.73,
"gross_sqft": 394621,
"infill_site": false,
"lease_expiry_months": 10,
"occu... | {
"capital_availability": 0.418,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.619,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.759,
"nearby_nodes": 6,
"network_redundancy_score": 0.323,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 73.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 80.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.33,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.7,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 1.16,
"rent_growth_90d_pct": 1.96,
"tenant_expansion_probability": 0.221
} | {
"annualized_noi_impact_usd": -118155,
"annualized_revenue_impact_usd": -177808,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 45,
"estimated_capex_usd": 575525,
"expansion_capture_probability_post_event": 0.11,
"lease_rate_change_pct": -1.82,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.88
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.9
},
{
"action": "activate_temp_labor",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.837,
"capital_availability": 0.418,
"demand_pressure": 0.325,
"entitlement_friction": 0.759,
"labor_shortage": 0.863,
"portfolio_tightness": 0.703,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-104525",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:22:00Z",
"trace_id": "acae5598-7fe1-4c12-b7f0-73e9f446f659"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.442,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.42,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.27,
"battery_mwh": 2.3,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-53F350746B",
"grid_service_limit_mw": 10.53,
"gross_sqft": 924832,
"infill_site": true,
"lease_expiry_months": 17,
"occup... | {
"capital_availability": 0.137,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.639,
"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.446,
"nearby_nodes": 7,
"network_redundancy_score": 0.681,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.2,
"dock_utilization_pct": 85.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"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": 1.75,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.7,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": 1.53,
"rent_growth_90d_pct": 3.59,
"tenant_expansion_probability": 0.671
} | {
"annualized_noi_impact_usd": 103489,
"annualized_revenue_impact_usd": 166598,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 575525,
"expansion_capture_probability_post_event": 0.576,
"lease_rate_change_pct": 2.91,
"occupancy_shift": 0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.14
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.47
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.372,
"capital_availability": 0.137,
"demand_pressure": 0.668,
"entitlement_friction": 0.446,
"labor_shortage": 0.86,
"portfolio_tightness": 0.406,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-104526",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:08:00Z",
"trace_id": "86ec3d0b-5eaa-43e7-8afa-0510e12b4a05"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.332,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.237,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.23,
"battery_mwh": 3.35,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 141,
"facility_id": "FAC-6191861DFE",
"grid_service_limit_mw": 14.49,
"gross_sqft": 1410048,
"infill_site": true,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.224,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.604,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.662,
"nearby_nodes": 6,
"network_redundancy_score": 0.622,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 89.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.8,
"dock_utilization_pct": 85.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 50,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"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": 2.54,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.9,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 2.28,
"rent_growth_90d_pct": 4.79,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 157700,
"annualized_revenue_impact_usd": 220368,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 502390,
"expansion_capture_probability_post_event": 0.445,
"lease_rate_change_pct": 2.38,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.54
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.47
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.326,
"capital_availability": 0.224,
"demand_pressure": 0.628,
"entitlement_friction": 0.662,
"labor_shortage": 0.97,
"portfolio_tightness": 0.548,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-104527",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:25:00Z",
"trace_id": "6d02cf95-fc70-480c-b17e-f18b36330726"
} | {
"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": "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": 0.345,
"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_l... | {
"automation_penetration": 0.22,
"battery_mwh": 3.72,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-4CD2DBF811",
"grid_service_limit_mw": 13.15,
"gross_sqft": 1177992,
"infill_site": false,
"lease_expiry_months": 47,
"o... | {
"capital_availability": 0.418,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.745,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.532,
"nearby_nodes": 5,
"network_redundancy_score": 0.509,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 89,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.1,
"dock_utilization_pct": 82.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 64.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"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",
"foreca... | {
"build_vs_buy_score": 1.52,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": -0.36,
"rent_growth_90d_pct": 1.98,
"tenant_expansion_probability": 0.513
} | {
"annualized_noi_impact_usd": 12667,
"annualized_revenue_impact_usd": 20427,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 477253,
"expansion_capture_probability_post_event": 0.405,
"lease_rate_change_pct": 0.6,
"occupancy_shift": 0.003,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.39
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.55
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.615,
"capital_availability": 0.418,
"demand_pressure": 0.512,
"entitlement_friction": 0.532,
"labor_shortage": 0.948,
"portfolio_tightness": 0.323,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-104528",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:11:00Z",
"trace_id": "a33b574f-9d67-4b4c-b0bf-cd76e0c97ff9"
} | {
"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": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.146,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.44,
"battery_mwh": 9.6,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-B648C6A088",
"grid_service_limit_mw": 19,
"gross_sqft": 868681,
"infill_site": false,
"lease_expiry_months": 70,
"occupan... | {
"capital_availability": 0.865,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.465,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.571,
"nearby_nodes": 2,
"network_redundancy_score": 0.387,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 29.4,
"dock_utilization_pct": 82.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 61.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.8,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.649,
"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": 2.57,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.62,
"rent_growth_90d_pct": 4.8,
"tenant_expansion_probability": 0.455
} | {
"annualized_noi_impact_usd": 87909,
"annualized_revenue_impact_usd": 149460,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 480000,
"expansion_capture_probability_post_event": 0.419,
"lease_rate_change_pct": 2.04,
"occupancy_shift": 0.026,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.66
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.99
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.076,
"capital_availability": 0.865,
"demand_pressure": 0.476,
"entitlement_friction": 0.571,
"labor_shortage": 0.518,
"portfolio_tightness": 0.442,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-104529",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:22:00Z",
"trace_id": "64e5ea44-dcda-4c38-b99a-3209ceeb4cc4"
} | {
"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": 8.8,
"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": 0.207,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.126,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.21,
"battery_mwh": 4.68,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-DD5C391427",
"grid_service_limit_mw": 15.12,
"gross_sqft": 567151,
"infill_site": false,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.392,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.724,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.142,
"nearby_nodes": 6,
"network_redundancy_score": 0.778,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 89.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53.5,
"dock_utilization_pct": 88.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.827,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.3,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 2.52,
"rent_growth_90d_pct": 3.98,
"tenant_expansion_probability": 0.39... | {
"annualized_noi_impact_usd": 16815,
"annualized_revenue_impact_usd": 27190,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 506114,
"expansion_capture_probability_post_event": 0.308,
"lease_rate_change_pct": 1.58,
"occupancy_shift": 0.022,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.08
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.86
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.57,
"capital_availability": 0.392,
"demand_pressure": 0.8,
"entitlement_friction": 0.142,
"labor_shortage": 0.853,
"portfolio_tightness": 0.436,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-104530",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:48:00Z",
"trace_id": "9e00d8a3-df58-4350-8043-1513d7cdc13b"
} | {
"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": 8.6,
"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": 0.241,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.322,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.31,
"battery_mwh": 9.29,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-00AC13A4C3",
"grid_service_limit_mw": 13.11,
"gross_sqft": 651073,
"infill_site": false,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.444,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.389,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.808,
"nearby_nodes": 2,
"network_redundancy_score": 0.634,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 94,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.9,
"dock_utilization_pct": 86.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.7,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 2.53,
"rent_growth_90d_pct": 3.18,
"tenant_expansion_probability": 0.449
} | {
"annualized_noi_impact_usd": 13605,
"annualized_revenue_impact_usd": 19897,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 618374,
"expansion_capture_probability_post_event": 0.335,
"lease_rate_change_pct": 0.71,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.3
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.17
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.391,
"capital_availability": 0.444,
"demand_pressure": 0.688,
"entitlement_friction": 0.808,
"labor_shortage": 0.705,
"portfolio_tightness": 0.576,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-104531",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:05:00Z",
"trace_id": "e1fd3897-ade6-4b44-b2f5-82b474864f0f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.8,
"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": 0.364,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.359,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.21,
"battery_mwh": 3.69,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 61,
"facility_id": "FAC-F555772634",
"grid_service_limit_mw": 19.98,
"gross_sqft": 617584,
"infill_site": false,
"lease_expiry_months": 15,
"occu... | {
"capital_availability": 0.389,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.27,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.265,
"nearby_nodes": 2,
"network_redundancy_score": 0.431,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 88.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.6,
"dock_utilization_pct": 86.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"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": 1.76,
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"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.3,
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"rent_growth_30d_pct": 2.36,
"rent_growth_90d_pct": 3.23,
"tenant_expansion_probability": 0.533
} | {
"annualized_noi_impact_usd": 4023,
"annualized_revenue_impact_usd": 6665,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 679640,
"expansion_capture_probability_post_event": 0.428,
"lease_rate_change_pct": 1.91,
"occupancy_shift": -0.001,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.95
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.77
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.389,
"demand_pressure": 0.65,
"entitlement_friction": 0.265,
"labor_shortage": 0.74,
"portfolio_tightness": 0.568,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-104532",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:48:00Z",
"trace_id": "27e19a9a-a8c3-4fca-a794-dcd8c9d5f538"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.152,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.273,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.25,
"battery_mwh": 3.61,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 107,
"facility_id": "FAC-D488D5CEBC",
"grid_service_limit_mw": 18.29,
"gross_sqft": 1071863,
"infill_site": true,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.111,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.547,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.436,
"nearby_nodes": 5,
"network_redundancy_score": 0.501,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 453029,
... | [
{
"appointment_fill_pct": 78.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 82,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 84.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.8,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.838,
"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": 2.04,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.6,
"occupancy_90d": 0.874,
"rent_growth_30d_pct": 1.06,
"rent_growth_90d_pct": 3.29,
"tenant_expansion_probability": 0.294
} | {
"annualized_noi_impact_usd": -164288,
"annualized_revenue_impact_usd": -253532,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 696233,
"expansion_capture_probability_post_event": 0.163,
"lease_rate_change_pct": -0.48,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 41.12
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.18
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.338,
"capital_availability": 0.111,
"demand_pressure": 0.457,
"entitlement_friction": 0.436,
"labor_shortage": 1,
"portfolio_tightness": 0.471,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-104533",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:31:00Z",
"trace_id": "137e4f18-921f-4ff1-a939-e4594983982f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.206,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.256,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.6,
"battery_mwh": 8.11,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-66B27AA03E",
"grid_service_limit_mw": 14.4,
"gross_sqft": 637670,
"infill_site": true,
"lease_expiry_months": 11,
"occupa... | {
"capital_availability": 0.31,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.656,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.427,
"nearby_nodes": 4,
"network_redundancy_score": 0.399,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.8,
"dock_utilization_pct": 83.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 49.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"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": 1.92,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 1.82,
"rent_growth_90d_pct": 3.42,
"tenant_expansion_probability": 0.413
} | {
"annualized_noi_impact_usd": -6605,
"annualized_revenue_impact_usd": -11057,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 448203,
"expansion_capture_probability_post_event": 0.323,
"lease_rate_change_pct": 1.22,
"occupancy_shift": 0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.29
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.72
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.341,
"capital_availability": 0.31,
"demand_pressure": 0.52,
"entitlement_friction": 0.427,
"labor_shortage": 0.645,
"portfolio_tightness": 0.526,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-104534",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T06:12:00Z",
"trace_id": "114cf824-18ff-4f4f-9867-ccd266eebdf2"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.059,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.453,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.21,
"battery_mwh": 5.26,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-58CF9BFAA3",
"grid_service_limit_mw": 14.35,
"gross_sqft": 560360,
"infill_site": false,
"lease_expiry_months": 35,
"occ... | {
"capital_availability": 0.432,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.637,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.43,
"nearby_nodes": 3,
"network_redundancy_score": 0.617,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 75.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 81.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"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": 1.63,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81,
"occupancy_90d": 0.882,
"rent_growth_30d_pct": 0.59,
"rent_growth_90d_pct": 1.79,
"tenant_expansion_probability": 0.215
} | {
"annualized_noi_impact_usd": -75897,
"annualized_revenue_impact_usd": -104849,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 45,
"estimated_capex_usd": 619769,
"expansion_capture_probability_post_event": 0.122,
"lease_rate_change_pct": -1.39,
"occupancy_shift": -0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.24
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.81
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.866,
"capital_availability": 0.432,
"demand_pressure": 0.428,
"entitlement_friction": 0.43,
"labor_shortage": 0.839,
"portfolio_tightness": 0.523,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-104535",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:23:00Z",
"trace_id": "ef2cdbc0-6034-47e2-aeae-9090e8fe161e"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.33,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.272,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.59,
"battery_mwh": 8.87,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-34E0ED0365",
"grid_service_limit_mw": 12.84,
"gross_sqft": 657663,
"infill_site": false,
"lease_expiry_months": 29,
"occ... | {
"capital_availability": 0.26,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.445,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.615,
"nearby_nodes": 3,
"network_redundancy_score": 0.791,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 83.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 53.7,
"dock_utilization_pct": 88,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.56,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.3,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 2.92,
"rent_growth_90d_pct": 2.8,
"tenant_expansion_probability": 0.602
} | {
"annualized_noi_impact_usd": 200491,
"annualized_revenue_impact_usd": 270452,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 373882,
"expansion_capture_probability_post_event": 0.511,
"lease_rate_change_pct": 1.44,
"occupancy_shift": 0.016,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.44
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.76
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.26,
"demand_pressure": 0.754,
"entitlement_friction": 0.615,
"labor_shortage": 0.918,
"portfolio_tightness": 0.542,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-104536",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:07:00Z",
"trace_id": "50dab421-2cf0-402d-be45-1cce16c8438e"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.8,
"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": -0.005,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.212,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.29,
"battery_mwh": 6.09,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 92,
"facility_id": "FAC-76CCBB95D0",
"grid_service_limit_mw": 13.22,
"gross_sqft": 928257,
"infill_site": false,
"lease_expiry_months": 26,
"occu... | {
"capital_availability": 0.682,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.69,
"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.764,
"nearby_nodes": 3,
"network_redundancy_score": 0.86,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 83.3,
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"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 81.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 84.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.52,
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"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.1,
"occupancy_90d": 0.886,
"rent_growth_30d_pct": 1.35,
"rent_growth_90d_pct": 0.84,
"tenant_expansion_probability": 0.144
} | {
"annualized_noi_impact_usd": -402141,
"annualized_revenue_impact_usd": -572493,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
"estimated_capex_usd": 636819,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.81,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
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"score": 41.19
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.15
},
{
"action": "shift_overflow_to_satelli... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.682,
"demand_pressure": 0.387,
"entitlement_friction": 0.764,
"labor_shortage": 1,
"portfolio_tightness": 0.606,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-104537",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:19:00Z",
"trace_id": "ddd07b1a-d0cb-48cc-ac16-bc12509bd3b3"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"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": 0.08,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.338,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.41,
"battery_mwh": 11.63,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 77,
"facility_id": "FAC-05D28B07A5",
"grid_service_limit_mw": 9.57,
"gross_sqft": 775645,
"infill_site": false,
"lease_expiry_months": 58,
"occu... | {
"capital_availability": 0.598,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.707,
"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.647,
"nearby_nodes": 6,
"network_redundancy_score": 0.427,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 75.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.8,
"dock_utilization_pct": 81.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 81.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.6,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 3.51,
"rent_growth_90d_pct": 4.83,
"tenant_expansion_probability": 0.356
} | {
"annualized_noi_impact_usd": -56082,
"annualized_revenue_impact_usd": -75837,
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"expansion_capture_probability_post_event": 0.261,
"lease_rate_change_pct": -0.1,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 45.56
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.9
},
{
"action": "shift_overflow_to_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.056,
"capital_availability": 0.598,
"demand_pressure": 0.369,
"entitlement_friction": 0.647,
"labor_shortage": 1,
"portfolio_tightness": 0.627,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-104538",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:54:00Z",
"trace_id": "6db0fc9a-dce8-4d62-81aa-0ddd595a3aee"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.417,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.101,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.71,
"battery_mwh": 0.21,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 115,
"facility_id": "FAC-502E321CFA",
"grid_service_limit_mw": 21.88,
"gross_sqft": 1150539,
"infill_site": false,
"lease_expiry_months": 68,
"oc... | {
"capital_availability": 0.48,
"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.37,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.32,
"nearby_nodes": 3,
"network_redundancy_score": 0.443,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1398133,
... | [
{
"appointment_fill_pct": 86,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.9,
"dock_utilization_pct": 86,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 83.5,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 14.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.73,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.7,
"rent_growth_90d_pct": 3.27,
"tenant_expansion_probability": 0.689
} | {
"annualized_noi_impact_usd": 283827,
"annualized_revenue_impact_usd": 399097,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 624896,
"expansion_capture_probability_post_event": 0.632,
"lease_rate_change_pct": 2.56,
"occupancy_shift": 0.025,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.72
},
{
"action": "secure_pop_up_capaci... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.527,
"capital_availability": 0.48,
"demand_pressure": 0.655,
"entitlement_friction": 0.32,
"labor_shortage": 0.58,
"portfolio_tightness": 0.505,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.874,
"id": "FORGE-104539",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:52:00Z",
"trace_id": "acd07275-cb27-467e-88a0-c5a11f65f8dc"
} | {
"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": 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": 0.372,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.066,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.37,
"battery_mwh": 1.26,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-C9755A8851",
"grid_service_limit_mw": 10.99,
"gross_sqft": 704737,
"infill_site": false,
"lease_expiry_months": 22,
"occ... | {
"capital_availability": 0.422,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.759,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.662,
"nearby_nodes": 4,
"network_redundancy_score": 0.683,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 83.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.833,
"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": 2.49,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.9,
"occupancy_90d": 0.926,
"rent_growth_30d_pct": 1.58,
"rent_growth_90d_pct": 3.96,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 50705,
"annualized_revenue_impact_usd": 75033,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 751765,
"expansion_capture_probability_post_event": 0.408,
"lease_rate_change_pct": 1.63,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 43.6
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.29
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.457,
"capital_availability": 0.422,
"demand_pressure": 0.484,
"entitlement_friction": 0.662,
"labor_shortage": 0.919,
"portfolio_tightness": 0.574,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-104540",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:59:00Z",
"trace_id": "0ea24f3c-628f-4411-8130-630b4ac27565"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.018,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.117,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.23,
"battery_mwh": 7.71,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-812E431C02",
"grid_service_limit_mw": 22.06,
"gross_sqft": 532870,
"infill_site": false,
"lease_expiry_months": 8,
... | {
"capital_availability": 0.803,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.638,
"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.484,
"nearby_nodes": 7,
"network_redundancy_score": 0.824,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 128271... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 29.5,
"dock_utilization_pct": 80.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 13.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.667,
"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": 2.16,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.2,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 2.02,
"rent_growth_90d_pct": 3.48,
"tenant_expansion_probability": 0.258... | {
"annualized_noi_impact_usd": -5029,
"annualized_revenue_impact_usd": -6903,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 514847,
"expansion_capture_probability_post_event": 0.209,
"lease_rate_change_pct": -0.31,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 25.73
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 23.14
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.589,
"capital_availability": 0.803,
"demand_pressure": 0.375,
"entitlement_friction": 0.484,
"labor_shortage": 0.63,
"portfolio_tightness": 0.506,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-104541",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:25:00Z",
"trace_id": "fe74bfdb-481f-4113-adc8-2e94829d38f9"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.437,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.432,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.51,
"battery_mwh": 7.51,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-0483337F26",
"grid_service_limit_mw": 11.97,
"gross_sqft": 468384,
"infill_site": false,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.247,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.574,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.848,
"nearby_nodes": 4,
"network_redundancy_score": 0.711,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 55... | [
{
"appointment_fill_pct": 95.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 57.5,
"dock_utilization_pct": 93.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.84,
"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": 2.3,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.901,
"rent_growth_30d_pct": 4.56,
"rent_growth_90d_pct": 5.85,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": 274225,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 527388,
"expansion_capture_probability_post_event": 0.614,
"lease_rate_change_pct": 4.42,
"occupancy_shift": 0.019,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 53.88
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.66
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.871,
"capital_availability": 0.247,
"demand_pressure": 1,
"entitlement_friction": 0.848,
"labor_shortage": 0.836,
"portfolio_tightness": 0.725,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-104542",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:27:00Z",
"trace_id": "2e7fc3fa-3bb3-47e6-8f30-6809d253d8fd"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.008,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.191,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.42,
"battery_mwh": 10.28,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-4214609298",
"grid_service_limit_mw": 23.89,
"gross_sqft": 468550,
"infill_site": false,
"lease_expiry_months": 31,
"oc... | {
"capital_availability": 0.384,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.306,
"cross_node_rebalancing_capacity_pct": 0.14,
"entitlement_friction": 0.426,
"nearby_nodes": 3,
"network_redundancy_score": 0.433,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 454061,... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 79.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.722,
"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": 1.83,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.6,
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"rent_growth_30d_pct": -0.48,
"rent_growth_90d_pct": 1.52,
"tenant_expansion_probability": 0.157
} | {
"annualized_noi_impact_usd": -45880,
"annualized_revenue_impact_usd": -77983,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 436214,
"expansion_capture_probability_post_event": 0.081,
"lease_rate_change_pct": -1.5,
"occupancy_shift": -0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.41
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 22.96
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.666,
"capital_availability": 0.384,
"demand_pressure": 0.322,
"entitlement_friction": 0.426,
"labor_shortage": 0.641,
"portfolio_tightness": 0.419,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-104543",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T08:15:00Z",
"trace_id": "646eea8a-2dc1-493c-99d8-01eb6760b907"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"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": 0.341,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.199,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.26,
"battery_mwh": 1.88,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-6F5336EF0F",
"grid_service_limit_mw": 23.3,
"gross_sqft": 662019,
"infill_site": true,
"lease_expiry_months": 38,
"... | {
"capital_availability": 0.225,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.703,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.383,
"nearby_nodes": 4,
"network_redundancy_score": 0.791,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 167079... | [
{
"appointment_fill_pct": 89.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 85.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.02,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 1.33,
"rent_growth_90d_pct": -0.03,
"tenant_expansion_probability": 0.583
} | {
"annualized_noi_impact_usd": 48957,
"annualized_revenue_impact_usd": 69268,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 495873,
"expansion_capture_probability_post_event": 0.506,
"lease_rate_change_pct": -0.2,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.67
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.48
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.257,
"capital_availability": 0.225,
"demand_pressure": 0.658,
"entitlement_friction": 0.383,
"labor_shortage": 0.829,
"portfolio_tightness": 0.357,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-104544",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T08:13:00Z",
"trace_id": "9abb272e-857d-4832-af1d-67e11b520758"
} | {
"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.301,
"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": 0.39,
"battery_mwh": 11.78,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-7D22241F84",
"grid_service_limit_mw": 13.68,
"gross_sqft": 788780,
"infill_site": false,
"lease_expiry_months": 27,
"oc... | {
"capital_availability": 0.323,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.355,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.633,
"nearby_nodes": 3,
"network_redundancy_score": 0.612,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 92.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.3,
"dock_utilization_pct": 86.5,
"event_name": "UTILITY_QUEUE_DISCOVERY",
"power_load_pct_of_service_limit": 39,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"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": 1.61,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.2,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 0.83,
"rent_growth_90d_pct": -0.4,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 16025,
"annualized_revenue_impact_usd": 27187,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 522043,
"expansion_capture_probability_post_event": 0.422,
"lease_rate_change_pct": -0.72,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.41
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.34
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.323,
"demand_pressure": 0.734,
"entitlement_friction": 0.633,
"labor_shortage": 0.595,
"portfolio_tightness": 0.304,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-104545",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T08:47:00Z",
"trace_id": "442952d8-73cf-424b-bc4d-ddd0bbbee056"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"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": 0.438,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.314,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.49,
"battery_mwh": 6.39,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-092D16D2E9",
"grid_service_limit_mw": 14.99,
"gross_sqft": 221546,
"infill_site": true,
"lease_expiry_months": 35,
"... | {
"capital_availability": 0.639,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.572,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.689,
"nearby_nodes": 4,
"network_redundancy_score": 0.343,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.6,
"dock_utilization_pct": 84.8,
"event_name": "GRID_HEADROOM_WARNING",
"power_load_pct_of_service_limit": 87.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.8,
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"rent_growth_30d_pct": 2.61,
"rent_growth_90d_pct": 1.64,
"tenant_expansion_probability": 0.694
} | {
"annualized_noi_impact_usd": 34686,
"annualized_revenue_impact_usd": 59317,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 597163,
"expansion_capture_probability_post_event": 0.611,
"lease_rate_change_pct": 0.82,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 59.49
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 53.81
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.639,
"demand_pressure": 0.612,
"entitlement_friction": 0.689,
"labor_shortage": 0.707,
"portfolio_tightness": 0.441,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.885,
"id": "FORGE-104546",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:06:00Z",
"trace_id": "257547de-5a01-427b-a39d-a41d5e95841d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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": false,
"growth_rate": 0.206,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.237,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.76,
"battery_mwh": 1.18,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-9174338AF0",
"grid_service_limit_mw": 21.32,
"gross_sqft": 1007565,
"infill_site": false,
"lease_expiry_months": 36,
"o... | {
"capital_availability": 0.57,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.403,
"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.412,
"nearby_nodes": 6,
"network_redundancy_score": 0.544,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 90.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 53.2,
"dock_utilization_pct": 86.6,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 64.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.989,
"rent_growth_30d_pct": 2.64,
"rent_growth_90d_pct": 3.67,
"tenant_expansion_probability": 0.422
... | {
"annualized_noi_impact_usd": 11184,
"annualized_revenue_impact_usd": 17258,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.321,
"lease_rate_change_pct": 0.88,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.82
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.54
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.57,
"demand_pressure": 0.687,
"entitlement_friction": 0.412,
"labor_shortage": 0.938,
"portfolio_tightness": 0.505,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-104547",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:18:00Z",
"trace_id": "850d8337-e719-4b4c-ba37-fad7f4b7ee87"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "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": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.19,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.428,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.5,
"battery_mwh": 11.99,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-0CBB8693D1",
"grid_service_limit_mw": 20.86,
"gross_sqft": 1120623,
"infill_site": false,
"lease_expiry_months": 37,... | {
"capital_availability": 0.29,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.449,
"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.487,
"nearby_nodes": 8,
"network_redundancy_score": 0.806,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 78.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.2,
"dock_utilization_pct": 81.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.04,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.2,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 0.65,
"rent_growth_90d_pct": 0,
"tenant_expansion_probability": 0.341
} | {
"annualized_noi_impact_usd": -131301,
"annualized_revenue_impact_usd": -191371,
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"decision_horizon_days": 90,
"estimated_capex_usd": 565377,
"expansion_capture_probability_post_event": 0.232,
"lease_rate_change_pct": -1.99,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.45
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.32
},
{
"action": "escalate_utilit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.735,
"capital_availability": 0.29,
"demand_pressure": 0.443,
"entitlement_friction": 0.487,
"labor_shortage": 0.796,
"portfolio_tightness": 0.506,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-104548",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:43:00Z",
"trace_id": "66c7168d-80a9-4d2c-90ed-9531127fca0f"
} | {
"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": 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": 0.006,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.146,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.25,
"battery_mwh": 0.52,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 110,
"facility_id": "FAC-98F1F26953",
"grid_service_limit_mw": 18.65,
"gross_sqft": 1106418,
"infill_site": true,
"lease_expiry_months": 12,
"occ... | {
"capital_availability": 0.122,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.384,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.399,
"nearby_nodes": 3,
"network_redundancy_score": 0.41,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 72.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36,
"dock_utilization_pct": 79,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"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": 1.86,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.3,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 0.2,
"rent_growth_90d_pct": 0.77,
"tenant_expansion_probability": 0.123
} | {
"annualized_noi_impact_usd": -193084,
"annualized_revenue_impact_usd": -325495,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 60,
"estimated_capex_usd": 538623,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.79,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.37
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.65
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.383,
"capital_availability": 0.122,
"demand_pressure": 0.3,
"entitlement_friction": 0.399,
"labor_shortage": 0.659,
"portfolio_tightness": 0.464,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-104549",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:00:00Z",
"trace_id": "ad844ff0-caf4-42e3-8ee5-2ec0d42e1171"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.301,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.325,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.43,
"battery_mwh": 8.99,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-0742DA2682",
"grid_service_limit_mw": 16.79,
"gross_sqft": 1202461,
"infill_site": true,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.871,
"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.467,
"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.657,
"nearby_nodes": 2,
"network_redundancy_score": 0.348,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 90.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.8,
"dock_utilization_pct": 85.2,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 46,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.6,
"shift_fill_rate_pct": 8... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.703,
"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": 1.83,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 1.97,
"rent_growth_90d_pct": 2.31,
"tenant_expansion_probability": 0.558
} | {
"annualized_noi_impact_usd": 115557,
"annualized_revenue_impact_usd": 185976,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 627996,
"expansion_capture_probability_post_event": 0.503,
"lease_rate_change_pct": 0.92,
"occupancy_shift": 0.021,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 50.11
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 29.08
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.425,
"capital_availability": 0.871,
"demand_pressure": 0.665,
"entitlement_friction": 0.657,
"labor_shortage": 0.595,
"portfolio_tightness": 0.316,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-104550",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:51:00Z",
"trace_id": "08253e61-1d35-4170-be3f-8a41d8a82856"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.397,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.404,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.63,
"battery_mwh": 11.94,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-DC70E72577",
"grid_service_limit_mw": 9.68,
"gross_sqft": 609648,
"infill_site": false,
"lease_expiry_months": 37,
"occ... | {
"capital_availability": 0.499,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.293,
"cross_node_rebalancing_capacity_pct": 0.182,
"entitlement_friction": 0.777,
"nearby_nodes": 4,
"network_redundancy_score": 0.692,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 92.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.6,
"dock_utilization_pct": 88.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.33,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.5,
"occupancy_90d": 0.9,
"rent_growth_30d_pct": 2.6,
"rent_growth_90d_pct": 3.99,
"tenant_expansion_probability": 0.625
} | {
"annualized_noi_impact_usd": 85717,
"annualized_revenue_impact_usd": 136690,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 495030,
"expansion_capture_probability_post_event": 0.518,
"lease_rate_change_pct": 2.62,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.73
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.44
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.689,
"capital_availability": 0.499,
"demand_pressure": 0.753,
"entitlement_friction": 0.777,
"labor_shortage": 0.781,
"portfolio_tightness": 0.592,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-104551",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:33:00Z",
"trace_id": "7532cc80-616f-4c62-bbae-a3b29bcb764f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.078,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.151,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.77,
"battery_mwh": 7.06,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-72A88F8450",
"grid_service_limit_mw": 15.39,
"gross_sqft": 632391,
"infill_site": false,
"lease_expiry_months": 29,
"occ... | {
"capital_availability": 0.606,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.352,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.564,
"nearby_nodes": 6,
"network_redundancy_score": 0.354,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 86575,... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34.7,
"dock_utilization_pct": 79.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_ra... | {
"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": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.5,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 0.11,
"rent_growth_90d_pct": 0.87,
"tenant_expansion_probability": 0.281... | {
"annualized_noi_impact_usd": -52925,
"annualized_revenue_impact_usd": -78316,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 504905,
"expansion_capture_probability_post_event": 0.208,
"lease_rate_change_pct": -1.25,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.87
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.71
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.559,
"capital_availability": 0.606,
"demand_pressure": 0.325,
"entitlement_friction": 0.564,
"labor_shortage": 0.582,
"portfolio_tightness": 0.493,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-104552",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:03:00Z",
"trace_id": "7da7b7a1-2205-4266-a0f8-0f51bff5a4b1"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.029,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.234,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.28,
"battery_mwh": 1.79,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-3EEFFA2DE5",
"grid_service_limit_mw": 16.39,
"gross_sqft": 1135142,
"infill_site": false,
"lease_expiry_months": 13,... | {
"capital_availability": 0.555,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.271,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.189,
"nearby_nodes": 3,
"network_redundancy_score": 0.717,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.1,
"dock_utilization_pct": 81.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"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": 2.43,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.5,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 1.84,
"rent_growth_90d_pct": 3,
"tenant_expansion_probability": 0.207
} | {
"annualized_noi_impact_usd": -169282,
"annualized_revenue_impact_usd": -238899,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 583966,
"expansion_capture_probability_post_event": 0.121,
"lease_rate_change_pct": -0.39,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.03
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.96
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.244,
"capital_availability": 0.555,
"demand_pressure": 0.434,
"entitlement_friction": 0.189,
"labor_shortage": 0.644,
"portfolio_tightness": 0.531,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-104553",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:09:00Z",
"trace_id": "fc728dad-c978-4ced-b4ad-8eacdc9afd74"
} | {
"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": "network_latency",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.074,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.351,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.43,
"battery_mwh": 8.86,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-5196DD843E",
"grid_service_limit_mw": 9.29,
"gross_sqft": 673639,
"infill_site": true,
"lease_expiry_months": 56,
"occup... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.346,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.385,
"nearby_nodes": 6,
"network_redundancy_score": 0.363,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 2678... | [
{
"appointment_fill_pct": 87,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.1,
"dock_utilization_pct": 81.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.648,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.7,
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"rent_growth_30d_pct": 3.19,
"rent_growth_90d_pct": 5.53,
"tenant_expansion_probability": 0.387
} | {
"annualized_noi_impact_usd": 29302,
"annualized_revenue_impact_usd": 38012,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.355,
"lease_rate_change_pct": 1.91,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.3
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 24.73
},
{
"action": "secure_pop_up_capacity",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.695,
"capital_availability": 0.2,
"demand_pressure": 0.362,
"entitlement_friction": 0.385,
"labor_shortage": 0.778,
"portfolio_tightness": 0.664,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-104554",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:31:00Z",
"trace_id": "67305258-914c-48bb-9871-fb9640ca95fe"
} | {
"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": 8.5,
"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": 0.424,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.239,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.23,
"battery_mwh": 11.93,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-162E26283D",
"grid_service_limit_mw": 15.73,
"gross_sqft": 1055248,
"infill_site": false,
"lease_expiry_months": 27... | {
"capital_availability": 0.103,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.509,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.612,
"nearby_nodes": 6,
"network_redundancy_score": 0.625,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 91.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.6,
"dock_utilization_pct": 86.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"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": "moderate",
"forecast_p... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.6,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 1.89,
"rent_growth_90d_pct": 2.48,
"tenant_expansion_probability": 0.667
} | {
"annualized_noi_impact_usd": 188779,
"annualized_revenue_impact_usd": 256973,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 574390,
"expansion_capture_probability_post_event": 0.57,
"lease_rate_change_pct": 1.89,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.06
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.37
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.304,
"capital_availability": 0.103,
"demand_pressure": 0.719,
"entitlement_friction": 0.612,
"labor_shortage": 0.831,
"portfolio_tightness": 0.432,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-104555",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:23:00Z",
"trace_id": "1af0624c-69e6-4d68-a86f-5faa600422f1"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"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": 0.197,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.099,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.56,
"battery_mwh": 9.19,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-95AD170D55",
"grid_service_limit_mw": 12.27,
"gross_sqft": 1121312,
"infill_site": false,
"lease_expiry_months": 16,... | {
"capital_availability": 0.23,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.519,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.812,
"nearby_nodes": 6,
"network_redundancy_score": 0.745,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.8,
"dock_utilization_pct": 82.3,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 69.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"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": 2.2,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.7,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 0.64,
"rent_growth_90d_pct": 1.25,
"tenant_expansion_probability": 0.338
} | {
"annualized_noi_impact_usd": -208423,
"annualized_revenue_impact_usd": -275136,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 60,
"estimated_capex_usd": 742058,
"expansion_capture_probability_post_event": 0.199,
"lease_rate_change_pct": -1.8,
"occupancy_shift": 0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.14
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.61
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.896,
"capital_availability": 0.23,
"demand_pressure": 0.441,
"entitlement_friction": 0.812,
"labor_shortage": 0.984,
"portfolio_tightness": 0.582,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-104556",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:21:00Z",
"trace_id": "d064cfea-ee06-4ec1-abbb-0d93ebe8694c"
} | {
"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": "Demand_Reallocation",
"exposure": "labor_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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.031,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.308,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.26,
"battery_mwh": 0.68,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-2803919B19",
"grid_service_limit_mw": 19.35,
"gross_sqft": 1236582,
"infill_site": false,
"lease_expiry_months": 43,
"o... | {
"capital_availability": 0.339,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.401,
"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.205,
"nearby_nodes": 5,
"network_redundancy_score": 0.335,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 78,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 78.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.743,
"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": 1.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.8,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": -0.02,
"rent_growth_90d_pct": 0.91,
"tenant_expansion_probability": 0.18... | {
"annualized_noi_impact_usd": -195008,
"annualized_revenue_impact_usd": -305487,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 60,
"estimated_capex_usd": 463943,
"expansion_capture_probability_post_event": 0.099,
"lease_rate_change_pct": -2.14,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.09
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.16
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.841,
"capital_availability": 0.339,
"demand_pressure": 0.266,
"entitlement_friction": 0.205,
"labor_shortage": 0.91,
"portfolio_tightness": 0.509,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-104557",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:05:00Z",
"trace_id": "011b643a-1771-4995-901d-b13b40b545cc"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.375,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.244,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.41,
"battery_mwh": 8.9,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-03CE2F1669",
"grid_service_limit_mw": 12.2,
"gross_sqft": 1302186,
"infill_site": true,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.493,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.646,
"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.571,
"nearby_nodes": 4,
"network_redundancy_score": 0.684,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 92.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 55,
"dock_utilization_pct": 88.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"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": 1.82,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.9,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 2.55,
"rent_growth_90d_pct": 3.2,
"tenant_expansion_probability": 0.614
} | {
"annualized_noi_impact_usd": 164916,
"annualized_revenue_impact_usd": 233291,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 60,
"estimated_capex_usd": 462397,
"expansion_capture_probability_post_event": 0.516,
"lease_rate_change_pct": 1.96,
"occupancy_shift": 0.018,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.31
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.32
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.349,
"capital_availability": 0.493,
"demand_pressure": 0.806,
"entitlement_friction": 0.571,
"labor_shortage": 0.892,
"portfolio_tightness": 0.462,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-104558",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:29:00Z",
"trace_id": "7fb120cd-2817-4d8d-86d8-0b49d9688415"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.257,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.387,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.23,
"battery_mwh": 11.72,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 131,
"facility_id": "FAC-319A935F6B",
"grid_service_limit_mw": 26,
"gross_sqft": 1314806,
"infill_site": false,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.77,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.331,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.544,
"nearby_nodes": 3,
"network_redundancy_score": 0.544,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 54.2,
"dock_utilization_pct": 89.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 83.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.869,
"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": 2.17,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.7,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 2.78,
"rent_growth_90d_pct": 3.6,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -20229,
"annualized_revenue_impact_usd": -31452,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 687072,
"expansion_capture_probability_post_event": 0.302,
"lease_rate_change_pct": 0.85,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.26
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.81
},
{
"action": "lock_power_capacity_reserva... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.426,
"capital_availability": 0.77,
"demand_pressure": 0.843,
"entitlement_friction": 0.544,
"labor_shortage": 0.845,
"portfolio_tightness": 0.477,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-104559",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:11:00Z",
"trace_id": "abf4166c-541b-4944-a267-d50630f162ce"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.191,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.156,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.75,
"battery_mwh": 11.11,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 25,
"facility_id": "FAC-3C57A267FA",
"grid_service_limit_mw": 13.61,
"gross_sqft": 256984,
"infill_site": false,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.389,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.751,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.25,
"nearby_nodes": 3,
"network_redundancy_score": 0.718,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 79.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.7,
"dock_utilization_pct": 84.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 82,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"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": 2.45,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.2,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 1.99,
"rent_growth_90d_pct": 2.51,
"tenant_expansion_probability": 0.347
} | {
"annualized_noi_impact_usd": -39480,
"annualized_revenue_impact_usd": -55830,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 528873,
"expansion_capture_probability_post_event": 0.234,
"lease_rate_change_pct": -0.36,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.89
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.27
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.821,
"capital_availability": 0.389,
"demand_pressure": 0.534,
"entitlement_friction": 0.25,
"labor_shortage": 0.997,
"portfolio_tightness": 0.596,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-104560",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:21:00Z",
"trace_id": "a77fb4a3-8853-41db-9efb-0a49e0eb2cf4"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": false,
"growth_rate": 0.296,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.157,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.28,
"battery_mwh": 4.55,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 38,
"facility_id": "FAC-4043D1614E",
"grid_service_limit_mw": 18.21,
"gross_sqft": 382141,
"infill_site": false,
"lease_expiry_months": 17,
"occu... | {
"capital_availability": 0.264,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.764,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.362,
"nearby_nodes": 5,
"network_redundancy_score": 0.735,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.1,
"dock_utilization_pct": 90.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.851,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.1,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.2,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 3.25,
"rent_growth_90d_pct": 4.89,
"tenant_expansion_probability": 0.467
} | {
"annualized_noi_impact_usd": 21398,
"annualized_revenue_impact_usd": 35569,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 676934,
"expansion_capture_probability_post_event": 0.366,
"lease_rate_change_pct": 2.68,
"occupancy_shift": 0.02,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.49
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.34
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.749,
"capital_availability": 0.264,
"demand_pressure": 0.874,
"entitlement_friction": 0.362,
"labor_shortage": 0.705,
"portfolio_tightness": 0.546,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-104561",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:22:00Z",
"trace_id": "b03656a6-a887-43ab-b431-e2f5d3facd22"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.2,
"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": 0.043,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.269,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.43,
"battery_mwh": 5.78,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-E5899C30C9",
"grid_service_limit_mw": 17.83,
"gross_sqft": 779087,
"infill_site": false,
"lease_expiry_months": 19,
"occ... | {
"capital_availability": 0.403,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.773,
"cross_node_rebalancing_capacity_pct": 0.095,
"entitlement_friction": 0.695,
"nearby_nodes": 4,
"network_redundancy_score": 0.62,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.1,
"dock_utilization_pct": 85.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.67,
"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": 2.12,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.7,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 3.58,
"rent_growth_90d_pct": 3.65,
"tenant_expansion_probability": 0.356... | {
"annualized_noi_impact_usd": 43670,
"annualized_revenue_impact_usd": 58911,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 90,
"estimated_capex_usd": 482918,
"expansion_capture_probability_post_event": 0.32,
"lease_rate_change_pct": 0.3,
"occupancy_shift": 0.028,
"service_penalty_risk_usd": 0,... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.08
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.28
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.051,
"capital_availability": 0.403,
"demand_pressure": 0.664,
"entitlement_friction": 0.695,
"labor_shortage": 0.551,
"portfolio_tightness": 0.458,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-104562",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:24:00Z",
"trace_id": "cfec1ff6-58db-4052-b720-4f6ace957ab9"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.015,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.222,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.8,
"battery_mwh": 6.43,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-0632DBA110",
"grid_service_limit_mw": 17.15,
"gross_sqft": 458273,
"infill_site": false,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.285,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.542,
"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.212,
"nearby_nodes": 8,
"network_redundancy_score": 0.544,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 76.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 83.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.757,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.03,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.4,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 1.03,
"rent_growth_90d_pct": 1.6,
"tenant_expansion_probability": 0.156
} | {
"annualized_noi_impact_usd": -32368,
"annualized_revenue_impact_usd": -48576,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 30,
"estimated_capex_usd": 557340,
"expansion_capture_probability_post_event": 0.081,
"lease_rate_change_pct": -1.33,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.86
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.69
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.89,
"capital_availability": 0.285,
"demand_pressure": 0.527,
"entitlement_friction": 0.212,
"labor_shortage": 0.651,
"portfolio_tightness": 0.487,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-104563",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:34:00Z",
"trace_id": "e472a4c7-b299-4700-b1f3-11e05a5f1e3b"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.177,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.336,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.77,
"battery_mwh": 0.83,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-A5ABDD11A1",
"grid_service_limit_mw": 20.31,
"gross_sqft": 790040,
"infill_site": true,
"lease_expiry_months": 43,
"occu... | {
"capital_availability": 0.413,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.734,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.256,
"nearby_nodes": 5,
"network_redundancy_score": 0.411,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 507067... | [
{
"appointment_fill_pct": 77.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.6,
"dock_utilization_pct": 80.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 72.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.2,
"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.98,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83,
"occupancy_90d": 0.981,
"rent_growth_30d_pct": 0.34,
"rent_growth_90d_pct": 0.31,
"tenant_expansion_probability": 0.293
} | {
"annualized_noi_impact_usd": -168000,
"annualized_revenue_impact_usd": -225512,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 690845,
"expansion_capture_probability_post_event": 0.175,
"lease_rate_change_pct": -2.03,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.87
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.04
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.517,
"capital_availability": 0.413,
"demand_pressure": 0.383,
"entitlement_friction": 0.256,
"labor_shortage": 0.802,
"portfolio_tightness": 0.432,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.898,
"id": "FORGE-104564",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:05:00Z",
"trace_id": "470cfccc-f8fc-47ba-b44c-f297598f3d95"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.428,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.201,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.6,
"battery_mwh": 11.5,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 76,
"facility_id": "FAC-090DFEF31B",
"grid_service_limit_mw": 16.07,
"gross_sqft": 761499,
"infill_site": true,
"lease_expiry_months": 15,
"occupa... | {
"capital_availability": 0.343,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.715,
"cross_node_rebalancing_capacity_pct": 0.078,
"entitlement_friction": 0.625,
"nearby_nodes": 8,
"network_redundancy_score": 0.319,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 93.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 55.5,
"dock_utilization_pct": 87.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 83.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.871,
"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": 1.75,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 1.93,
"rent_growth_90d_pct": 2.89,
"tenant_expansion_probability": 0.61
} | {
"annualized_noi_impact_usd": 38839,
"annualized_revenue_impact_usd": 59685,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 714785,
"expansion_capture_probability_post_event": 0.478,
"lease_rate_change_pct": 1.35,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 47.36
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39
},
{
"ac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.343,
"demand_pressure": 0.745,
"entitlement_friction": 0.625,
"labor_shortage": 0.976,
"portfolio_tightness": 0.444,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-104565",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:44:00Z",
"trace_id": "ceb83222-d69a-4f80-88e1-1f69a9124a92"
} | {
"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": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.447,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.138,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.6,
"battery_mwh": 11.43,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-12ABEA00B7",
"grid_service_limit_mw": 20.97,
"gross_sqft": 393286,
"infill_site": false,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.142,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.625,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.461,
"nearby_nodes": 7,
"network_redundancy_score": 0.347,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 787086... | [
{
"appointment_fill_pct": 87.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.1,
"dock_utilization_pct": 85,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.956,
"rent_growth_30d_pct": 0.87,
"rent_growth_90d_pct": 2.55,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": 82221,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.614,
"lease_rate_change_pct": 2.69,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 46.16
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.56
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.142,
"demand_pressure": 0.638,
"entitlement_friction": 0.461,
"labor_shortage": 0.774,
"portfolio_tightness": 0.377,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-104566",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:01:00Z",
"trace_id": "aedca1ae-6eba-4f4c-b578-55c1ad040bf7"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.1,
"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": 0.258,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.262,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.56,
"battery_mwh": 8.52,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-EE1242FEEF",
"grid_service_limit_mw": 9.6,
"gross_sqft": 605809,
"infill_site": true,
"lease_expiry_months": 27,
"o... | {
"capital_availability": 0.56,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.349,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.55,
"nearby_nodes": 2,
"network_redundancy_score": 0.405,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 91.7,
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"dock_utilization_pct": 85.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 3.02,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.8,
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"rent_growth_30d_pct": 4.81,
"rent_growth_90d_pct": 5.67,
"tenant_expansion_probability": 0.642
} | {
"annualized_noi_impact_usd": 124473,
"annualized_revenue_impact_usd": 163955,
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"decision_horizon_days": 30,
"estimated_capex_usd": 452992,
"expansion_capture_probability_post_event": 0.609,
"lease_rate_change_pct": 3.53,
"occupancy_shift": 0.026,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.91
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.09
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.56,
"demand_pressure": 0.594,
"entitlement_friction": 0.55,
"labor_shortage": 0.659,
"portfolio_tightness": 0.643,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-104567",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:12:00Z",
"trace_id": "5a501449-b8ae-4a04-9a59-67ea1cdb0308"
} | {
"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": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.058,
"seasonality": 0.33,
"se... | {
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"battery_mwh": 11.88,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-7B6E0D05DD",
"grid_service_limit_mw": 22.81,
"gross_sqft": 648221,
"infill_site": false,
"lease_expiry_months": 31,
"oc... | {
"capital_availability": 0.273,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.419,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.223,
"nearby_nodes": 6,
"network_redundancy_score": 0.365,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 74.5,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 79.6,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 67.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.8,
"shift_fi... | {
"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": "very_high",
"forecast... | {
"build_vs_buy_score": 2.31,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.3,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 0.59,
"rent_growth_90d_pct": 1.12,
"tenant_expansion_probability": 0.209... | {
"annualized_noi_impact_usd": -119846,
"annualized_revenue_impact_usd": -165700,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.119,
"lease_rate_change_pct": -1.66,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.44
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 25
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.273,
"demand_pressure": 0.332,
"entitlement_friction": 0.223,
"labor_shortage": 0.642,
"portfolio_tightness": 0.46,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.883,
"id": "FORGE-104568",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:59:00Z",
"trace_id": "d8da0c05-44bc-438e-86de-0bd308d281c7"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.38,
"seasonality": 0.49,
"service_level_target": 0... | {
"automation_penetration": 0.79,
"battery_mwh": 6.99,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 108,
"facility_id": "FAC-F25B7492EB",
"grid_service_limit_mw": 9.02,
"gross_sqft": 1085801,
"infill_site": true,
"lease_expiry_months": 41,
"occu... | {
"capital_availability": 0.507,
"cluster_utilization_pct": 0.938,
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"cross_node_rebalancing_capacity_pct": 0.216,
"entitlement_friction": 0.261,
"nearby_nodes": 8,
"network_redundancy_score": 0.726,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 27... | [
{
"appointment_fill_pct": 79.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 81.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"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": 2.7,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.7,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 2.02,
"rent_growth_90d_pct": 1.49,
"tenant_expansion_probability": 0.332
} | {
"annualized_noi_impact_usd": -352046,
"annualized_revenue_impact_usd": -517461,
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"expansion_capture_probability_post_event": 0.21,
"lease_rate_change_pct": -1.3,
"occupancy_shift": -0.018,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.59
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.27
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.507,
"demand_pressure": 0.365,
"entitlement_friction": 0.261,
"labor_shortage": 0.83,
"portfolio_tightness": 0.632,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-104569",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:44:00Z",
"trace_id": "05f14012-2a3c-4459-a421-66d05812ea7b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.141,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.128,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.25,
"battery_mwh": 5.55,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-4CA9E47910",
"grid_service_limit_mw": 20.5,
"gross_sqft": 1124598,
"infill_site": true,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.62,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.435,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.46,
"nearby_nodes": 6,
"network_redundancy_score": 0.646,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 78.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 31.6,
"dock_utilization_pct": 82.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 37.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.651,
"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": 2.35,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 88.4,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 2.77,
"rent_growth_90d_pct": 3.51,
"tenant_expansion_probability": 0.426
} | {
"annualized_noi_impact_usd": 81474,
"annualized_revenue_impact_usd": 127663,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 446139,
"expansion_capture_probability_post_event": 0.398,
"lease_rate_change_pct": 1.23,
"occupancy_shift": 0.026,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 27.64
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.56
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.695,
"capital_availability": 0.62,
"demand_pressure": 0.483,
"entitlement_friction": 0.46,
"labor_shortage": 0.492,
"portfolio_tightness": 0.548,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-104570",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:02:00Z",
"trace_id": "4767a1b2-37a2-4c0c-b0c0-923425824751"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"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": 0.106,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.26,
"battery_mwh": 3.17,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-658D4B9175",
"grid_service_limit_mw": 14.16,
"gross_sqft": 409753,
"infill_site": false,
"lease_expiry_months": 59,
"occ... | {
"capital_availability": 0.601,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.641,
"cross_node_rebalancing_capacity_pct": 0.164,
"entitlement_friction": 0.361,
"nearby_nodes": 8,
"network_redundancy_score": 0.386,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 77.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 80.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 67.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.17,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.2,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 0.37,
"rent_growth_90d_pct": 2.69,
"tenant_expansion_probability": 0.275
... | {
"annualized_noi_impact_usd": -15108,
"annualized_revenue_impact_usd": -21093,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 594781,
"expansion_capture_probability_post_event": 0.161,
"lease_rate_change_pct": -0.74,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.57
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.97
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.486,
"capital_availability": 0.601,
"demand_pressure": 0.396,
"entitlement_friction": 0.361,
"labor_shortage": 1,
"portfolio_tightness": 0.438,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-104571",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T07:25:00Z",
"trace_id": "1944b708-65ba-47a6-8b30-acc6eb2bebc7"
} | {
"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,
"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": 0.056,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.177,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.49,
"battery_mwh": 8.36,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-32DFB4B6B4",
"grid_service_limit_mw": 21.57,
"gross_sqft": 456624,
"infill_site": true,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.605,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.325,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.595,
"nearby_nodes": 8,
"network_redundancy_score": 0.791,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.6,
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"carrier_detention_risk_pct": 33.5,
"dock_utilization_pct": 83,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.5,
"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": 2.58,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.3,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 2.92,
"rent_growth_90d_pct": 3.1,
"tenant_expansion_probability": 0.366
} | {
"annualized_noi_impact_usd": 16734,
"annualized_revenue_impact_usd": 22430,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 520394,
"expansion_capture_probability_post_event": 0.329,
"lease_rate_change_pct": -0.04,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.7
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 28.32
},
{
"action": "secure_pop_up_capacity",
"reason": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.066,
"capital_availability": 0.605,
"demand_pressure": 0.51,
"entitlement_friction": 0.595,
"labor_shortage": 0.613,
"portfolio_tightness": 0.46,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-104572",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:18:00Z",
"trace_id": "5fdf2f4a-d602-422e-a1b3-81e1a8c02f12"
} | {
"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": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.324,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.291,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.6,
"battery_mwh": 5.6,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-73BF1C2B8B",
"grid_service_limit_mw": 20.08,
"gross_sqft": 474587,
"infill_site": false,
"lease_expiry_months": 27,
"... | {
"capital_availability": 0.585,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.405,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.457,
"nearby_nodes": 3,
"network_redundancy_score": 0.466,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 160804... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 28.6,
"dock_utilization_pct": 84.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 32.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.627,
"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": 2.23,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.4,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 3.24,
"rent_growth_90d_pct": 1.91,
"tenant_expansion_probability": 0.676... | {
"annualized_noi_impact_usd": 68636,
"annualized_revenue_impact_usd": 100623,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 396983,
"expansion_capture_probability_post_event": 0.668,
"lease_rate_change_pct": 1.97,
"occupancy_shift": 0.026,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.38
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 25.62
},
{
"action": "rebalance_carrier_mix",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.454,
"capital_availability": 0.585,
"demand_pressure": 0.602,
"entitlement_friction": 0.457,
"labor_shortage": 0.412,
"portfolio_tightness": 0.489,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-104573",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T08:47:00Z",
"trace_id": "e84c234a-6d74-4309-b277-d12b7c8e8d62"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.059,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.144,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.22,
"battery_mwh": 8.89,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-D608446B08",
"grid_service_limit_mw": 13.15,
"gross_sqft": 192381,
"infill_site": true,
"lease_expiry_months": 49,
"occu... | {
"capital_availability": 0.572,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.764,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.183,
"nearby_nodes": 3,
"network_redundancy_score": 0.596,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 112610... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.3,
"dock_utilization_pct": 77.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 67.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.741,
"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": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.6,
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"rent_growth_30d_pct": -0.44,
"rent_growth_90d_pct": 0.81,
"tenant_expansion_probability": 0.196
} | {
"annualized_noi_impact_usd": -29535,
"annualized_revenue_impact_usd": -48619,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 564766,
"expansion_capture_probability_post_event": 0.105,
"lease_rate_change_pct": -1.87,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.8
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.21
},
{
"action": "activate_temp_labor",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.368,
"capital_availability": 0.572,
"demand_pressure": 0.242,
"entitlement_friction": 0.183,
"labor_shortage": 0.674,
"portfolio_tightness": 0.386,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-104574",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:19:00Z",
"trace_id": "0670af19-fb69-441b-84c7-4eaac9ced288"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.086,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.145,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.58,
"battery_mwh": 1.62,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 131,
"facility_id": "FAC-EACCC01291",
"grid_service_limit_mw": 8.43,
"gross_sqft": 1312016,
"infill_site": false,
"lease_expiry_months": 44,
"oc... | {
"capital_availability": 0.723,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.443,
"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.282,
"nearby_nodes": 8,
"network_redundancy_score": 0.456,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 89.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 84,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.75,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.9,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 3.17,
"rent_growth_90d_pct": 2.23,
"tenant_expansion_probability": 0.322
} | {
"annualized_noi_impact_usd": -165065,
"annualized_revenue_impact_usd": -256183,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 555499,
"expansion_capture_probability_post_event": 0.228,
"lease_rate_change_pct": -1.01,
"occupancy_shift": 0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 42.54
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.35
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.373,
"capital_availability": 0.723,
"demand_pressure": 0.502,
"entitlement_friction": 0.282,
"labor_shortage": 1,
"portfolio_tightness": 0.69,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-104575",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:01:00Z",
"trace_id": "2bfc53d0-9d3d-417e-967e-3f6cbdfeb78a"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.347,
"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": 0.9... | {
"automation_penetration": 0.66,
"battery_mwh": 6.75,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-A354B1E718",
"grid_service_limit_mw": 12.73,
"gross_sqft": 1154848,
"infill_site": false,
"lease_expiry_months": 14,
"o... | {
"capital_availability": 0.432,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.261,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.617,
"nearby_nodes": 7,
"network_redundancy_score": 0.527,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.8,
"dock_utilization_pct": 87.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.726,
"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": 2.9,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.3,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 4.96,
"rent_growth_90d_pct": 6.39,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 654996,
"annualized_revenue_impact_usd": 856806,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 648862,
"expansion_capture_probability_post_event": 0.646,
"lease_rate_change_pct": 4.12,
"occupancy_shift": 0.022,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.86
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.34
},
{
"action": "activ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.274,
"capital_availability": 0.432,
"demand_pressure": 0.694,
"entitlement_friction": 0.617,
"labor_shortage": 0.828,
"portfolio_tightness": 0.639,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-104576",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:25:00Z",
"trace_id": "2bb031fd-6c8c-4ce4-85ee-15ffaaeae469"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"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": 0.07,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.68,
"battery_mwh": 1.36,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-19F59B4B0F",
"grid_service_limit_mw": 11.28,
"gross_sqft": 747073,
"infill_site": true,
"lease_expiry_months": 19,
"occu... | {
"capital_availability": 0.145,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.627,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.364,
"nearby_nodes": 5,
"network_redundancy_score": 0.694,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.9,
"dock_utilization_pct": 85.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"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": 1.56,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.4,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 1.2,
"rent_growth_90d_pct": 0.27,
"tenant_expansion_probability": 0.417
} | {
"annualized_noi_impact_usd": -4430,
"annualized_revenue_impact_usd": -5739,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 90,
"estimated_capex_usd": 523397,
"expansion_capture_probability_post_event": 0.319,
"lease_rate_change_pct": -0.96,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.38
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.97
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.828,
"capital_availability": 0.145,
"demand_pressure": 0.623,
"entitlement_friction": 0.364,
"labor_shortage": 0.753,
"portfolio_tightness": 0.46,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-104577",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:49:00Z",
"trace_id": "e0d4389f-2d48-4204-8a5d-8ffd3829b7eb"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.267,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.114,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.66,
"battery_mwh": 10.89,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-44C719EE4D",
"grid_service_limit_mw": 22.51,
"gross_sqft": 668323,
"infill_site": true,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.163,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.396,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.572,
"nearby_nodes": 6,
"network_redundancy_score": 0.743,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 83.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.738,
"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": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1,
"rent_growth_90d_pct": -0.14,
"tenant_expansion_probability": 0.508... | {
"annualized_noi_impact_usd": 18553,
"annualized_revenue_impact_usd": 24518,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 344059,
"expansion_capture_probability_post_event": 0.437,
"lease_rate_change_pct": -0.57,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.75
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.88
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.527,
"capital_availability": 0.163,
"demand_pressure": 0.539,
"entitlement_friction": 0.572,
"labor_shortage": 0.657,
"portfolio_tightness": 0.467,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-104578",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:22:00Z",
"trace_id": "781bfc85-dacb-4374-8a66-b4cbc6313ada"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.439,
"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": 0.31,
"battery_mwh": 6.93,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-922CD3A8C5",
"grid_service_limit_mw": 15.23,
"gross_sqft": 917779,
"infill_site": true,
"lease_expiry_months": 58,
"occu... | {
"capital_availability": 0.214,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.681,
"cross_node_rebalancing_capacity_pct": 0.04,
"entitlement_friction": 0.318,
"nearby_nodes": 7,
"network_redundancy_score": 0.822,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2100524... | [
{
"appointment_fill_pct": 83.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 86.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.5,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": 2.29,
"rent_growth_90d_pct": 1.45,
"tenant_expansion_probability": 0.658
} | {
"annualized_noi_impact_usd": 61619,
"annualized_revenue_impact_usd": 104769,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 557191,
"expansion_capture_probability_post_event": 0.57,
"lease_rate_change_pct": 1.65,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.05
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.25
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.403,
"capital_availability": 0.214,
"demand_pressure": 0.685,
"entitlement_friction": 0.318,
"labor_shortage": 0.605,
"portfolio_tightness": 0.476,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-104579",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:24:00Z",
"trace_id": "9c38c471-2198-41f7-b3f0-e077fb810303"
} | {
"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": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": -0.018,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.212,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.8,
"battery_mwh": 9.14,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-9380A59B91",
"grid_service_limit_mw": 20.84,
"gross_sqft": 1089040,
"infill_site": false,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.388,
"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.64,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.249,
"nearby_nodes": 8,
"network_redundancy_score": 0.833,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 40509,
... | [
{
"appointment_fill_pct": 77.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34.4,
"dock_utilization_pct": 78.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.714,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.06,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.1,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 0.24,
"rent_growth_90d_pct": 2.79,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -170894,
"annualized_revenue_impact_usd": -236271,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 363368,
"expansion_capture_probability_post_event": 0.107,
"lease_rate_change_pct": -0.4,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.38
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.66
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.385,
"capital_availability": 0.388,
"demand_pressure": 0.295,
"entitlement_friction": 0.249,
"labor_shortage": 0.615,
"portfolio_tightness": 0.451,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-104580",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:23:00Z",
"trace_id": "12fdd711-845f-4338-a8d5-ed743858dd01"
} | {
"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": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.156,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.159,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.38,
"battery_mwh": 3.88,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 28,
"facility_id": "FAC-3E700F80FA",
"grid_service_limit_mw": 25.08,
"gross_sqft": 288389,
"infill_site": false,
"lease_expiry_months": 68,
"occ... | {
"capital_availability": 0.182,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.658,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.376,
"nearby_nodes": 4,
"network_redundancy_score": 0.62,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 82.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.728,
"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": 1.96,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 0.24,
"rent_growth_90d_pct": 0.12,
"tenant_expansion_probability": 0.333
... | {
"annualized_noi_impact_usd": -15713,
"annualized_revenue_impact_usd": -25430,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 30,
"estimated_capex_usd": 298119,
"expansion_capture_probability_post_event": 0.265,
"lease_rate_change_pct": -1.14,
"occupancy_shift": 0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.08
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.89
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.182,
"demand_pressure": 0.476,
"entitlement_friction": 0.376,
"labor_shortage": 0.613,
"portfolio_tightness": 0.44,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-104581",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:08:00Z",
"trace_id": "4795b409-e768-493c-a4ff-c893bca21b77"
} | {
"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": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.099,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.342,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.46,
"battery_mwh": 4.95,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-59486912BF",
"grid_service_limit_mw": 17.1,
"gross_sqft": 1145209,
"infill_site": false,
"lease_expiry_months": 54,
"oc... | {
"capital_availability": 0.286,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.325,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.214,
"nearby_nodes": 8,
"network_redundancy_score": 0.644,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.1,
"dock_utilization_pct": 84.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 63.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.685,
"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": 2.34,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.7,
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"rent_growth_30d_pct": 4.22,
"rent_growth_90d_pct": 4.53,
"tenant_expansion_probability": 0.409
} | {
"annualized_noi_impact_usd": 56342,
"annualized_revenue_impact_usd": 85172,
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"decision_horizon_days": 90,
"estimated_capex_usd": 494931,
"expansion_capture_probability_post_event": 0.375,
"lease_rate_change_pct": 1.37,
"occupancy_shift": 0.017,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.45
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.37
},
{
"action": "raise... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.286,
"demand_pressure": 0.542,
"entitlement_friction": 0.214,
"labor_shortage": 0.694,
"portfolio_tightness": 0.573,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-104582",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:15:00Z",
"trace_id": "fb753270-3c7d-4fa8-a168-295c802fc54f"
} | {
"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": "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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.409,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.236,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.23,
"battery_mwh": 7.39,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-EACD8C516F",
"grid_service_limit_mw": 7.98,
"gross_sqft": 763554,
"infill_site": true,
"lease_expiry_months": 25,
"occup... | {
"capital_availability": 0.462,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.4,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.247,
"nearby_nodes": 7,
"network_redundancy_score": 0.467,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1886... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 56.7,
"dock_utilization_pct": 89,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"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": 2.7,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.8,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 4.19,
"rent_growth_90d_pct": 6.03,
"tenant_expansion_probability": 0.691
} | {
"annualized_noi_impact_usd": 203409,
"annualized_revenue_impact_usd": 344025,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 557401,
"expansion_capture_probability_post_event": 0.603,
"lease_rate_change_pct": 4.5,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.85
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.55
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.421,
"capital_availability": 0.462,
"demand_pressure": 0.777,
"entitlement_friction": 0.247,
"labor_shortage": 1,
"portfolio_tightness": 0.649,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-104583",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:44:00Z",
"trace_id": "eb7a4dae-ca93-4293-9828-8351919aa9dd"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "labor_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": false,
"growth_rate": -0.016,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.138,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.19,
"battery_mwh": 2.44,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-3C79FD034F",
"grid_service_limit_mw": 18.51,
"gross_sqft": 848294,
"infill_site": false,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.12,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.593,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.586,
"nearby_nodes": 6,
"network_redundancy_score": 0.729,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 92... | [
{
"appointment_fill_pct": 89.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.3,
"dock_utilization_pct": 82.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"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": 1.54,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.8,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": 0.37,
"rent_growth_90d_pct": 1.93,
"tenant_expansion_probability": 0.16... | {
"annualized_noi_impact_usd": -85287,
"annualized_revenue_impact_usd": -135292,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 90,
"estimated_capex_usd": 459143,
"expansion_capture_probability_post_event": 0.082,
"lease_rate_change_pct": -1.66,
"occupancy_shift": 0.01,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.64
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.79
},
{
"action": "delay_spec_devel... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.893,
"capital_availability": 0.12,
"demand_pressure": 0.466,
"entitlement_friction": 0.586,
"labor_shortage": 0.879,
"portfolio_tightness": 0.499,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-104584",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:41:00Z",
"trace_id": "a2ada98f-bceb-43e8-b31c-f5ecb2e58999"
} | {
"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": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.265,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.43,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.59,
"battery_mwh": 5.57,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-37B350A9E8",
"grid_service_limit_mw": 17.64,
"gross_sqft": 548171,
"infill_site": false,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.712,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.37,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.283,
"nearby_nodes": 2,
"network_redundancy_score": 0.412,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1457493... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 90.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_... | {
"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": 2,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.8,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 3.23,
"rent_growth_90d_pct": 3.28,
"tenant_expansion_probability": 0.488
} | {
"annualized_noi_impact_usd": 36584,
"annualized_revenue_impact_usd": 58596,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 420083,
"expansion_capture_probability_post_event": 0.421,
"lease_rate_change_pct": 2.05,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.74
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.85
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.54,
"capital_availability": 0.712,
"demand_pressure": 0.879,
"entitlement_friction": 0.283,
"labor_shortage": 0.598,
"portfolio_tightness": 0.491,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-104585",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:55:00Z",
"trace_id": "027f33d4-ea1c-4d51-a6ca-ca69e0514570"
} | {
"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": 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": -0.033,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.237,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.43,
"battery_mwh": 9.32,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 113,
"facility_id": "FAC-3BC1E3E117",
"grid_service_limit_mw": 14.66,
"gross_sqft": 1139726,
"infill_site": false,
"lease_expiry_months": 56,
"oc... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.683,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.676,
"nearby_nodes": 5,
"network_redundancy_score": 0.678,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 72.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.4,
"dock_utilization_pct": 77.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.3,
"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": 1.97,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.6,
"occupancy_90d": 0.874,
"rent_growth_30d_pct": -0.65,
"rent_growth_90d_pct": -1.99,
"tenant_expansion_probabili... | {
"annualized_noi_impact_usd": -429439,
"annualized_revenue_impact_usd": -557669,
"cap_rate_pressure_pct": -0.38,
"decision_horizon_days": 60,
"estimated_capex_usd": 604407,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -5.33,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.83
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.3
},
{
"action": "deploy_peak_shaving",
"reason... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.749,
"capital_availability": 0,
"demand_pressure": 0.206,
"entitlement_friction": 0.676,
"labor_shortage": 0.885,
"portfolio_tightness": 0.522,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-104586",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:13:00Z",
"trace_id": "53fe3759-ce39-4eb4-a3c1-3d7d34e04a42"
} | {
"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": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.282,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.39,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.25,
"battery_mwh": 5.3,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 85,
"facility_id": "FAC-45D5690EB1",
"grid_service_limit_mw": 9.94,
"gross_sqft": 859189,
"infill_site": true,
"lease_expiry_months": 37,
"occupan... | {
"capital_availability": 0.055,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.732,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.503,
"nearby_nodes": 3,
"network_redundancy_score": 0.314,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 79.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 85.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 86,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.845,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.7,
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"rent_growth_30d_pct": 2.58,
"rent_growth_90d_pct": 4.18,
"tenant_expansion_probability": 0.443
} | {
"annualized_noi_impact_usd": -95101,
"annualized_revenue_impact_usd": -127521,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 721280,
"expansion_capture_probability_post_event": 0.314,
"lease_rate_change_pct": 1.42,
"occupancy_shift": -0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.09
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.5
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.668,
"capital_availability": 0.055,
"demand_pressure": 0.588,
"entitlement_friction": 0.503,
"labor_shortage": 0.803,
"portfolio_tightness": 0.648,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.737,
"id": "FORGE-104587",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:26:00Z",
"trace_id": "3c1cbcc9-4f30-4063-9e13-3d1e9930e7c0"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.172,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.31,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.36,
"battery_mwh": 1.51,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-D2ABE0BF77",
"grid_service_limit_mw": 13.83,
"gross_sqft": 1237494,
"infill_site": true,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.563,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.321,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.152,
"nearby_nodes": 8,
"network_redundancy_score": 0.381,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 76.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 29.8,
"dock_utilization_pct": 81.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.698,
"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": 2.16,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.2,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 3.14,
"rent_growth_90d_pct": 4.33,
"tenant_expansion_probability": 0.404
} | {
"annualized_noi_impact_usd": 16581,
"annualized_revenue_impact_usd": 28342,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 676950,
"expansion_capture_probability_post_event": 0.348,
"lease_rate_change_pct": 1.45,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 50.67
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 40.63
},
{
"action": "offer_preemptive... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.583,
"capital_availability": 0.563,
"demand_pressure": 0.423,
"entitlement_friction": 0.152,
"labor_shortage": 0.595,
"portfolio_tightness": 0.566,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-104588",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:27:00Z",
"trace_id": "0a7d085b-81c9-43c3-81f2-efddf52c3e49"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"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": 0.085,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.402,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.65,
"battery_mwh": 1.5,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 75,
"facility_id": "FAC-DD0C75EE0C",
"grid_service_limit_mw": 14.18,
"gross_sqft": 759966,
"infill_site": false,
"lease_expiry_months": 13,
"occup... | {
"capital_availability": 0.299,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.536,
"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.552,
"nearby_nodes": 7,
"network_redundancy_score": 0.74,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 78.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.5,
"dock_utilization_pct": 81.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 26.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"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": 1.68,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.9,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 0.47,
"rent_growth_90d_pct": 0.25,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -127047,
"annualized_revenue_impact_usd": -200420,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 649579,
"expansion_capture_probability_post_event": 0.069,
"lease_rate_change_pct": -2.63,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.64
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.02
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.448,
"capital_availability": 0.299,
"demand_pressure": 0.463,
"entitlement_friction": 0.552,
"labor_shortage": 0.532,
"portfolio_tightness": 0.43,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.741,
"id": "FORGE-104589",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:56:00Z",
"trace_id": "dca23231-0f44-443b-9138-1028ed8520f5"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.015,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.188,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.75,
"battery_mwh": 7.77,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-0FC69140F9",
"grid_service_limit_mw": 9.86,
"gross_sqft": 924964,
"infill_site": true,
"lease_expiry_months": 54,
"occup... | {
"capital_availability": 0.413,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.362,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.616,
"nearby_nodes": 8,
"network_redundancy_score": 0.842,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 83... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33,
"dock_utilization_pct": 76.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.749,
"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": 1.44,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.4,
"occupancy_90d": 0.867,
"rent_growth_30d_pct": -1.7,
"rent_growth_90d_pct": -0.97,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -268609,
"annualized_revenue_impact_usd": -433578,
"cap_rate_pressure_pct": -0.35,
"decision_horizon_days": 60,
"estimated_capex_usd": 545141,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.18,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.64
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.52
},
{
"action": "defer_noncritical_p... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.413,
"demand_pressure": 0.201,
"entitlement_friction": 0.616,
"labor_shortage": 0.636,
"portfolio_tightness": 0.397,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-104590",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T08:14:00Z",
"trace_id": "7e8c6aa3-29e5-4441-9ab5-d825e43b9257"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"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": 0.183,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.43,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.67,
"battery_mwh": 8.56,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 141,
"facility_id": "FAC-1C02BE319C",
"grid_service_limit_mw": 27.12,
"gross_sqft": 1416312,
"infill_site": false,
"lease_expiry_months": 21,
"oc... | {
"capital_availability": 0.24,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.549,
"cross_node_rebalancing_capacity_pct": 0.164,
"entitlement_friction": 0.4,
"nearby_nodes": 4,
"network_redundancy_score": 0.322,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
"appointment_fill_pct": 81,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.4,
"dock_utilization_pct": 82.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15,
"shift_fill_rate_pct":... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.729,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.36,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 88.9,
"occupancy_90d": 0.885,
"rent_growth_30d_pct": 2.31,
"rent_growth_90d_pct": 0.91,
"tenant_expansion_probability": 0.4
} | {
"annualized_noi_impact_usd": -81349,
"annualized_revenue_impact_usd": -123600,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 678895,
"expansion_capture_probability_post_event": 0.327,
"lease_rate_change_pct": -1.57,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.49
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.8
},
{
"action": "rebala... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.24,
"demand_pressure": 0.472,
"entitlement_friction": 0.4,
"labor_shortage": 0.777,
"portfolio_tightness": 0.473,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-104591",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:32:00Z",
"trace_id": "ea623dcd-8fe0-49a5-b19a-7f01d884c28b"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": true,
"growth_rate": 0.255,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.297,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.68,
"battery_mwh": 3.69,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-A71A6EC8E9",
"grid_service_limit_mw": 11.44,
"gross_sqft": 620200,
"infill_site": false,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.601,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.791,
"cross_node_rebalancing_capacity_pct": 0.209,
"entitlement_friction": 0.728,
"nearby_nodes": 6,
"network_redundancy_score": 0.398,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 80.6,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 35.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.72,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.36,
"rent_growth_90d_pct": 4.2,
"tenant_expansion_probability": 0.6... | {
"annualized_noi_impact_usd": 231144,
"annualized_revenue_impact_usd": 317941,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.594,
"lease_rate_change_pct": 2.48,
"occupancy_shift": 0.023,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.69
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.1
},
{
"action": "lock_power_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.601,
"demand_pressure": 0.517,
"entitlement_friction": 0.728,
"labor_shortage": 0.672,
"portfolio_tightness": 0.601,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-104592",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:57:00Z",
"trace_id": "000f71e9-0cef-43b5-b365-46ec83f1afd1"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.309,
"seasonality": 0.74,
"service_level_t... | {
"automation_penetration": 0.8,
"battery_mwh": 2.89,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-8EC89945C2",
"grid_service_limit_mw": 9.89,
"gross_sqft": 735391,
"infill_site": false,
"lease_expiry_months": 63,
"... | {
"capital_availability": 0.208,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.49,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.648,
"nearby_nodes": 4,
"network_redundancy_score": 0.619,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.2,
"dock_utilization_pct": 82.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.6,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.1,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 0.47,
"rent_growth_90d_pct": 1.01,
"tenant_expansion_probability": 0.395
} | {
"annualized_noi_impact_usd": -25255,
"annualized_revenue_impact_usd": -32931,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.294,
"lease_rate_change_pct": -0.94,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.25
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 27.89
},
{
"action": "activate_temp_labor",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.537,
"capital_availability": 0.208,
"demand_pressure": 0.515,
"entitlement_friction": 0.648,
"labor_shortage": 0.812,
"portfolio_tightness": 0.428,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-104593",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:49:00Z",
"trace_id": "3d32b156-9b99-4b50-95ec-a0bc89959368"
} | {
"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": "demand_pressure",
"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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.449,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.309,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.6,
"battery_mwh": 1.4,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-F01C24BBDA",
"grid_service_limit_mw": 24,
"gross_sqft": 628307,
"infill_site": false,
"lease_expiry_months": 51,
"occ... | {
"capital_availability": 0.622,
"cluster_utilization_pct": 0.902,
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"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.277,
"nearby_nodes": 2,
"network_redundancy_score": 0.58,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1706894,
... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.9,
"dock_utilization_pct": 88.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.846,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.8,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 2.22,
"rent_growth_90d_pct": 4.3,
"tenant_expansion_probability": 0.641
} | {
"annualized_noi_impact_usd": 63563,
"annualized_revenue_impact_usd": 89479,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.54,
"lease_rate_change_pct": 3.39,
"occupancy_shift": 0.01,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.72
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.46
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.406,
"capital_availability": 0.622,
"demand_pressure": 0.806,
"entitlement_friction": 0.277,
"labor_shortage": 0.806,
"portfolio_tightness": 0.386,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-104594",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:48:00Z",
"trace_id": "edc2cbba-7270-4fcb-9c9b-0208f48ad856"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": -0.038,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.174,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.67,
"battery_mwh": 5.23,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-3B0F3B42FF",
"grid_service_limit_mw": 24.22,
"gross_sqft": 749406,
"infill_site": true,
"lease_expiry_months": 10,
"occu... | {
"capital_availability": 0.229,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.729,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.589,
"nearby_nodes": 3,
"network_redundancy_score": 0.81,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 643923,... | [
{
"appointment_fill_pct": 75.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.3,
"dock_utilization_pct": 78.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.712,
"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": 1.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.3,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": -0.93,
"rent_growth_90d_pct": -1.09,
"tenant_expansion_probability": 0.17
} | {
"annualized_noi_impact_usd": -90741,
"annualized_revenue_impact_usd": -129931,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 60,
"estimated_capex_usd": 399153,
"expansion_capture_probability_post_event": 0.092,
"lease_rate_change_pct": -3.55,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.06
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.09
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.552,
"capital_availability": 0.229,
"demand_pressure": 0.32,
"entitlement_friction": 0.589,
"labor_shortage": 0.69,
"portfolio_tightness": 0.369,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-104595",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:45:00Z",
"trace_id": "9bfe5add-f3f3-4bb8-9bfb-34d212c9d594"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.273,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.153,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.47,
"battery_mwh": 12.32,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 122,
"facility_id": "FAC-25F5D0FAFE",
"grid_service_limit_mw": 10.75,
"gross_sqft": 1226873,
"infill_site": true,
"lease_expiry_months": 12,
"oc... | {
"capital_availability": 0.243,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.515,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.615,
"nearby_nodes": 6,
"network_redundancy_score": 0.705,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 41... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.3,
"dock_utilization_pct": 86.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.854,
"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": 2.43,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.8,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 2.51,
"rent_growth_90d_pct": 2.25,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": -150815,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 781604,
"expansion_capture_probability_post_event": 0.314,
"lease_rate_change_pct": -0.29,
"occupancy_shift": 0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.11
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.51
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.649,
"capital_availability": 0.243,
"demand_pressure": 0.634,
"entitlement_friction": 0.615,
"labor_shortage": 0.93,
"portfolio_tightness": 0.623,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-104596",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:15:00Z",
"trace_id": "d307f6f0-317b-48f2-8aa6-a51365d9fb11"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.435,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.093,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.59,
"battery_mwh": 3.58,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 52,
"facility_id": "FAC-3CC87FD8CB",
"grid_service_limit_mw": 24.63,
"gross_sqft": 524022,
"infill_site": false,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.293,
"cluster_utilization_pct": 0.874,
"competitive_pressure_score": 0.649,
"cross_node_rebalancing_capacity_pct": 0.196,
"entitlement_friction": 0.478,
"nearby_nodes": 3,
"network_redundancy_score": 0.85,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2011557... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 84.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 82.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.87,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.2,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 0.92,
"rent_growth_90d_pct": 0.77,
"tenant_expansion_probability": 0.61... | {
"annualized_noi_impact_usd": 22931,
"annualized_revenue_impact_usd": 34881,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 696550,
"expansion_capture_probability_post_event": 0.5,
"lease_rate_change_pct": 0.49,
"occupancy_shift": 0.01,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 47.2
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.76
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.546,
"capital_availability": 0.293,
"demand_pressure": 0.59,
"entitlement_friction": 0.478,
"labor_shortage": 0.769,
"portfolio_tightness": 0.413,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-104597",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:11:00Z",
"trace_id": "d06ebd4a-c250-451c-a5fd-7f9444a2e9ea"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.182,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.331,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.44,
"battery_mwh": 0.46,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-5636377758",
"grid_service_limit_mw": 12.4,
"gross_sqft": 457934,
"infill_site": false,
"lease_expiry_months": 30,
"occu... | {
"capital_availability": 0.873,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.616,
"cross_node_rebalancing_capacity_pct": 0.058,
"entitlement_friction": 0.84,
"nearby_nodes": 6,
"network_redundancy_score": 0.444,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 111... | [
{
"appointment_fill_pct": 94.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 87.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.686,
"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": 2.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 4.81,
"rent_growth_90d_pct": 3.51,
"tenant_expansion_probability": 0.541
} | {
"annualized_noi_impact_usd": 85658,
"annualized_revenue_impact_usd": 136827,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 562919,
"expansion_capture_probability_post_event": 0.493,
"lease_rate_change_pct": 0.88,
"occupancy_shift": 0.026,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.49
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.2
},
{
"action": "monito... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.373,
"capital_availability": 0.873,
"demand_pressure": 0.67,
"entitlement_friction": 0.84,
"labor_shortage": 0.737,
"portfolio_tightness": 0.686,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-104598",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:43:00Z",
"trace_id": "b83232a2-4998-40fe-bf1a-79e408184bf6"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"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": 0.293,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.391,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.32,
"battery_mwh": 9.03,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-DE90882A16",
"grid_service_limit_mw": 8.34,
"gross_sqft": 743150,
"infill_site": true,
"lease_expiry_months": 60,
"... | {
"capital_availability": 0.682,
"cluster_utilization_pct": 0.981,
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"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.519,
"nearby_nodes": 5,
"network_redundancy_score": 0.659,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 85.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.44,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 0.85,
"tenant_expansion_probability": 0.533
} | {
"annualized_noi_impact_usd": 8287,
"annualized_revenue_impact_usd": 10979,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 531686,
"expansion_capture_probability_post_event": 0.448,
"lease_rate_change_pct": -0.07,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.77
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.38
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.605,
"capital_availability": 0.682,
"demand_pressure": 0.62,
"entitlement_friction": 0.519,
"labor_shortage": 0.822,
"portfolio_tightness": 0.551,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-104599",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:16:00Z",
"trace_id": "0fcb98c3-3d69-4629-8f58-b415f2709c60"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.041,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.239,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.6,
"battery_mwh": 6.6,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-D4810BE0C2",
"grid_service_limit_mw": 15.07,
"gross_sqft": 1255975,
"infill_site": false,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.544,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.512,
"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.368,
"nearby_nodes": 6,
"network_redundancy_score": 0.412,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.3,
"dock_utilization_pct": 87.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"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": 1.96,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.5,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 3.21,
"rent_growth_90d_pct": 2.32,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -77702,
"annualized_revenue_impact_usd": -111887,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 404569,
"expansion_capture_probability_post_event": 0.165,
"lease_rate_change_pct": -1.02,
"occupancy_shift": 0.013,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.7
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.6
},
{
"action": "activate_temp_labor",
"reason": "l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.371,
"capital_availability": 0.544,
"demand_pressure": 0.707,
"entitlement_friction": 0.368,
"labor_shortage": 0.811,
"portfolio_tightness": 0.579,
... |
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