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": 0.773,
"id": "FORGE-102600",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:47:00Z",
"trace_id": "02f5e65d-ff32-4335-a0a9-d8756cca617e"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.363,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.136,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.69,
"battery_mwh": 11.75,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-2D25EED1E7",
"grid_service_limit_mw": 16.73,
"gross_sqft": 904570,
"infill_site": true,
"lease_expiry_months": 20,
"occ... | {
"capital_availability": 0.641,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.499,
"cross_node_rebalancing_capacity_pct": 0.087,
"entitlement_friction": 0.388,
"nearby_nodes": 6,
"network_redundancy_score": 0.65,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 33... | [
{
"appointment_fill_pct": 82.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.9,
"dock_utilization_pct": 88.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.56,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.59,
"rent_growth_90d_pct": 3.07,
"tenant_expansion_probability": 0.538
} | {
"annualized_noi_impact_usd": 64853,
"annualized_revenue_impact_usd": 92892,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 405554,
"expansion_capture_probability_post_event": 0.451,
"lease_rate_change_pct": 2.18,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.42
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.78
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.674,
"capital_availability": 0.641,
"demand_pressure": 0.831,
"entitlement_friction": 0.388,
"labor_shortage": 0.671,
"portfolio_tightness": 0.356,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-102601",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:55:00Z",
"trace_id": "479e443d-e0ed-450f-9da1-5fe8c2dd4054"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"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": 0.012,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.431,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.23,
"battery_mwh": 2.33,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 51,
"facility_id": "FAC-AD82B8DDFE",
"grid_service_limit_mw": 19.43,
"gross_sqft": 519173,
"infill_site": true,
"lease_expiry_months": 53,
"occup... | {
"capital_availability": 0.359,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.48,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.255,
"nearby_nodes": 4,
"network_redundancy_score": 0.35,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 79.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.4,
"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": 2.2,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 0.36,
"rent_growth_90d_pct": 0.75,
"tenant_expansion_probability": 0.107
} | {
"annualized_noi_impact_usd": -231870,
"annualized_revenue_impact_usd": -333295,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 90,
"estimated_capex_usd": 660935,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.05,
"occupancy_shift": -0.023,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.26
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 35.28
},
{
"action": "rebalance_carrier_m... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.563,
"capital_availability": 0.359,
"demand_pressure": 0.308,
"entitlement_friction": 0.255,
"labor_shortage": 0.802,
"portfolio_tightness": 0.489,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.749,
"id": "FORGE-102602",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T01:09:00Z",
"trace_id": "803cc508-a841-4b6d-a04d-c35d6221d5ae"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.273,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.286,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.38,
"battery_mwh": 6.02,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-353ACD787E",
"grid_service_limit_mw": 19.2,
"gross_sqft": 676274,
"infill_site": false,
"lease_expiry_months": 18,
"occu... | {
"capital_availability": 0.188,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.778,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.402,
"nearby_nodes": 7,
"network_redundancy_score": 0.323,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 78.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 83.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.754,
"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": 1.62,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.1,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 0.68,
"rent_growth_90d_pct": 0.87,
"tenant_expansion_probability": 0.456
} | {
"annualized_noi_impact_usd": 8432,
"annualized_revenue_impact_usd": 11099,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 446983,
"expansion_capture_probability_post_event": 0.376,
"lease_rate_change_pct": 0.11,
"occupancy_shift": 0.003,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.59
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.51
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.644,
"capital_availability": 0.188,
"demand_pressure": 0.553,
"entitlement_friction": 0.402,
"labor_shortage": 0.585,
"portfolio_tightness": 0.413,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-102603",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:14:00Z",
"trace_id": "cdb636a8-e5b3-4ca2-a944-b03da843d736"
} | {
"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": 8.4,
"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": 0.223,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.475,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.6,
"battery_mwh": 7.9,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 28,
"facility_id": "FAC-40A055800F",
"grid_service_limit_mw": 13.94,
"gross_sqft": 280988,
"infill_site": false,
"lease_expiry_months": 32,
"occup... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.65,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.496,
"nearby_nodes": 3,
"network_redundancy_score": 0.532,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft": 58... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.4,
"dock_utilization_pct": 86.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"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": 2.4,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.2,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 2.5,
"rent_growth_90d_pct": 2.38,
"tenant_expansion_probability": 0.445
} | {
"annualized_noi_impact_usd": -12217,
"annualized_revenue_impact_usd": -17335,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 543271,
"expansion_capture_probability_post_event": 0.352,
"lease_rate_change_pct": 0.23,
"occupancy_shift": 0,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.46
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.01
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.771,
"capital_availability": 0,
"demand_pressure": 0.66,
"entitlement_friction": 0.496,
"labor_shortage": 0.946,
"portfolio_tightness": 0.609,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-102604",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:33:00Z",
"trace_id": "f2714283-9fe5-48d7-bc75-dc2c3fe4af42"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.013,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.206,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.43,
"battery_mwh": 6.21,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-34C00AB596",
"grid_service_limit_mw": 21.7,
"gross_sqft": 579221,
"infill_site": true,
"lease_expiry_months": 72,
"... | {
"capital_availability": 0.008,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.771,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.185,
"nearby_nodes": 4,
"network_redundancy_score": 0.35,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 90,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.3,
"dock_utilization_pct": 83,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 1.81,
"rent_growth_90d_pct": 2.8,
"tenant_expansion_probability": 0.174
} | {
"annualized_noi_impact_usd": -38574,
"annualized_revenue_impact_usd": -64638,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 525917,
"expansion_capture_probability_post_event": 0.094,
"lease_rate_change_pct": -0.57,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.62
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.723,
"capital_availability": 0.008,
"demand_pressure": 0.482,
"entitlement_friction": 0.185,
"labor_shortage": 0.664,
"portfolio_tightness": 0.579,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-102605",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:37:00Z",
"trace_id": "a1872e96-e6d4-425e-ac87-b87946d48308"
} | {
"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.335,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.247,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.27,
"battery_mwh": 12.07,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 34,
"facility_id": "FAC-DC89BBD7A1",
"grid_service_limit_mw": 19.09,
"gross_sqft": 349463,
"infill_site": true,
"lease_expiry_months": 11,
"occ... | {
"capital_availability": 0.594,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.532,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.232,
"nearby_nodes": 5,
"network_redundancy_score": 0.5,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 15762... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 85.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.67,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 1.13,
"rent_growth_90d_pct": 0.95,
"tenant_expansion_probability": 0.542
} | {
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"annualized_revenue_impact_usd": 11329,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 418790,
"expansion_capture_probability_post_event": 0.47,
"lease_rate_change_pct": 0.68,
"occupancy_shift": 0.003,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.96
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.57
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.594,
"demand_pressure": 0.656,
"entitlement_friction": 0.232,
"labor_shortage": 0.756,
"portfolio_tightness": 0.371,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-102606",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:09:00Z",
"trace_id": "aa57dae2-8d91-4326-8cdb-ce953744703d"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.049,
"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.167,
"seasonality": 0.49,
"service_level_targe... | {
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"battery_mwh": 8.45,
"building_class": "class_a_plus",
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"cold_storage_enabled": true,
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"facility_id": "FAC-95EDB484A2",
"grid_service_limit_mw": 24.74,
"gross_sqft": 560633,
"infill_site": false,
"lease_expiry_months": 45,
... | {
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"competitive_pressure_score": 0.629,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.593,
"nearby_nodes": 4,
"network_redundancy_score": 0.556,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 436874... | [
{
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"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.1,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.7,
"rent_growth_90d_pct": 3.73,
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} | {
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"estimated_capex_usd": 545816,
"expansion_capture_probability_post_event": 0.069,
"lease_rate_change_pct": -0.65,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.56
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.49
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.311,
"demand_pressure": 0.652,
"entitlement_friction": 0.593,
"labor_shortage": 0.834,
"portfolio_tightness": 0.453,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.867,
"id": "FORGE-102607",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T04:03:00Z",
"trace_id": "4311ba26-8f13-4f5a-bf92-f983a8c09084"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"expansion_request_open": true,
"growth_rate": 0.172,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.444,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 8.98,
"building_class": "class_a",
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"cold_storage_enabled": true,
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"facility_id": "FAC-024063D019",
"grid_service_limit_mw": 13.06,
"gross_sqft": 585283,
"infill_site": true,
"lease_expiry_months": 19,
"occup... | {
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"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.804,
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"entitlement_friction": 0.315,
"nearby_nodes": 5,
"network_redundancy_score": 0.311,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 88.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.51,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.942,
"rent_growth_30d_pct": 3.44,
"rent_growth_90d_pct": 4.42,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": -62920,
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"estimated_capex_usd": 607092,
"expansion_capture_probability_post_event": 0.239,
"lease_rate_change_pct": 1.41,
"occupancy_shift": 0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
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"reason": "transport_flexibility",
"score": 35.59
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.03
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.685,
"capital_availability": 0.306,
"demand_pressure": 0.781,
"entitlement_friction": 0.315,
"labor_shortage": 0.686,
"portfolio_tightness": 0.609,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-102608",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:37:00Z",
"trace_id": "a20fb12f-499c-4579-bb7c-b8cd7f5e7f87"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.009,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.304,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 4.74,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 110,
"facility_id": "FAC-83229574A4",
"grid_service_limit_mw": 12.39,
"gross_sqft": 1106780,
"infill_site": false,
"lease_expiry_months": 45,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.33,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.703,
"nearby_nodes": 2,
"network_redundancy_score": 0.801,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 171617,... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 78.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 18.8,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.31,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.981,
"rent_growth_30d_pct": 0.5,
"rent_growth_90d_pct": 0.76,
"tenant_expansion_probability": 0.153
} | {
"annualized_noi_impact_usd": -493587,
"annualized_revenue_impact_usd": -657449,
"cap_rate_pressure_pct": -0.34,
"decision_horizon_days": 60,
"estimated_capex_usd": 601944,
"expansion_capture_probability_post_event": 0.023,
"lease_rate_change_pct": -3.43,
"occupancy_shift": -0.016,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.76
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.82
},
{
"action": "secure_pop_up_capacity",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.899,
"capital_availability": 0,
"demand_pressure": 0.22,
"entitlement_friction": 0.703,
"labor_shortage": 1,
"portfolio_tightness": 0.688,
"power_st... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-102609",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T01:29:00Z",
"trace_id": "e6969c8c-0d6c-451d-930a-1c960e26ca5d"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.422,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.128,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.64,
"battery_mwh": 3.77,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-FBE24F7C34",
"grid_service_limit_mw": 13.75,
"gross_sqft": 815118,
"infill_site": false,
"lease_expiry_months": 8,
"occu... | {
"capital_availability": 0.625,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.698,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.307,
"nearby_nodes": 2,
"network_redundancy_score": 0.449,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 91.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 88.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.72,
"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_press... | {
"build_vs_buy_score": 2.02,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 4.31,
"rent_growth_90d_pct": 5.26,
"tenant_expansion_probability": 0.739
} | {
"annualized_noi_impact_usd": 144269,
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"decision_horizon_days": 90,
"estimated_capex_usd": 411198,
"expansion_capture_probability_post_event": 0.706,
"lease_rate_change_pct": 4.5,
"occupancy_shift": 0.038,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.15
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.12
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.703,
"capital_availability": 0.625,
"demand_pressure": 0.778,
"entitlement_friction": 0.307,
"labor_shortage": 0.653,
"portfolio_tightness": 0.534,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-102610",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:50:00Z",
"trace_id": "47972d19-0250-4bb9-9cf4-33365525a216"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.9,
"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": 0.201,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.289,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.41,
"battery_mwh": 1.94,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 129,
"facility_id": "FAC-F956083721",
"grid_service_limit_mw": 10.6,
"gross_sqft": 1291815,
"infill_site": false,
"lease_expiry_months": 12,
"occ... | {
"capital_availability": 0.024,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.591,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.521,
"nearby_nodes": 5,
"network_redundancy_score": 0.627,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 84,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.3,
"dock_utilization_pct": 83.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 82.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.83,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.55,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.1,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 0.51,
"rent_growth_90d_pct": 0.76,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -117380,
"annualized_revenue_impact_usd": -188689,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 45,
"estimated_capex_usd": 578470,
"expansion_capture_probability_post_event": 0.204,
"lease_rate_change_pct": -1.85,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.88
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.6
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.718,
"capital_availability": 0.024,
"demand_pressure": 0.536,
"entitlement_friction": 0.521,
"labor_shortage": 0.973,
"portfolio_tightness": 0.432,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-102611",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:06:00Z",
"trace_id": "c27457a7-c309-4473-985e-f7d5321e2c2e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.6,
"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": 0.175,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.118,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.78,
"battery_mwh": 9.59,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-C0F2C18F96",
"grid_service_limit_mw": 16.6,
"gross_sqft": 750783,
"infill_site": false,
"lease_expiry_months": 11,
"occu... | {
"capital_availability": 0.607,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.805,
"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.456,
"nearby_nodes": 7,
"network_redundancy_score": 0.354,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.9,
"dock_utilization_pct": 89.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 35,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.708,
"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": 2.09,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.8,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 4.46,
"rent_growth_90d_pct": 3.91,
"tenant_expansion_probability": 0.507
} | {
"annualized_noi_impact_usd": 151331,
"annualized_revenue_impact_usd": 215541,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 414198,
"expansion_capture_probability_post_event": 0.482,
"lease_rate_change_pct": 1.63,
"occupancy_shift": 0.046,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.79
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 28.21
},
{
"action": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.411,
"capital_availability": 0.607,
"demand_pressure": 0.837,
"entitlement_friction": 0.456,
"labor_shortage": 0.737,
"portfolio_tightness": 0.487,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-102612",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:34:00Z",
"trace_id": "0194f5f6-97cb-4a1c-8ec4-0b96d503d269"
} | {
"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": 9.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.446,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.131,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.44,
"battery_mwh": 8.64,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 43,
"facility_id": "FAC-06A7D088E3",
"grid_service_limit_mw": 12.52,
"gross_sqft": 431505,
"infill_site": false,
"lease_expiry_months": 27,
"occu... | {
"capital_availability": 0.408,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.72,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.455,
"nearby_nodes": 8,
"network_redundancy_score": 0.717,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1554... | [
{
"appointment_fill_pct": 96.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 54.9,
"dock_utilization_pct": 89.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 86.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.887,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.1,
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"rent_growth_30d_pct": 3.87,
"rent_growth_90d_pct": 6.22,
"tenant_expansion_probability": 0.633
} | {
"annualized_noi_impact_usd": 140793,
"annualized_revenue_impact_usd": 216707,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 642390,
"expansion_capture_probability_post_event": 0.499,
"lease_rate_change_pct": 3.99,
"occupancy_shift": 0.013,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 48.41
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.2
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.795,
"capital_availability": 0.408,
"demand_pressure": 0.772,
"entitlement_friction": 0.455,
"labor_shortage": 0.943,
"portfolio_tightness": 0.709,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-102613",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:26:00Z",
"trace_id": "281f5d47-1210-475c-a832-3699166a03d0"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.095,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.098,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.23,
"battery_mwh": 7.24,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-8E4524D7FD",
"grid_service_limit_mw": 13.28,
"gross_sqft": 375991,
"infill_site": false,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.121,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.605,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.724,
"nearby_nodes": 8,
"network_redundancy_score": 0.535,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 90.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53.8,
"dock_utilization_pct": 86.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 2.4,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.37,
"rent_growth_90d_pct": 1.23,
"tenant_expansion_probability": 0.313
} | {
"annualized_noi_impact_usd": -57261,
"annualized_revenue_impact_usd": -87862,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 579117,
"expansion_capture_probability_post_event": 0.212,
"lease_rate_change_pct": -1.88,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.45
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.66
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.616,
"capital_availability": 0.121,
"demand_pressure": 0.663,
"entitlement_friction": 0.724,
"labor_shortage": 0.98,
"portfolio_tightness": 0.599,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-102614",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:54:00Z",
"trace_id": "55615925-0df5-4f17-831f-3e2afbca8592"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.12,
"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,
"serv... | {
"automation_penetration": 0.54,
"battery_mwh": 7.56,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-B401D3E156",
"grid_service_limit_mw": 11.97,
"gross_sqft": 897381,
"infill_site": false,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.455,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.684,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.661,
"nearby_nodes": 5,
"network_redundancy_score": 0.57,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 504... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 80.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.5,
"occupancy_90d": 0.977,
"rent_growth_30d_pct": 1.1,
"rent_growth_90d_pct": 1.8,
"tenant_expansion_probability": 0.289
} | {
"annualized_noi_impact_usd": -224690,
"annualized_revenue_impact_usd": -323927,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 631777,
"expansion_capture_probability_post_event": 0.159,
"lease_rate_change_pct": -1.71,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.55
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.2
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.44,
"capital_availability": 0.455,
"demand_pressure": 0.325,
"entitlement_friction": 0.661,
"labor_shortage": 0.909,
"portfolio_tightness": 0.61,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.869,
"id": "FORGE-102615",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:06:00Z",
"trace_id": "d5cf8223-018b-4be1-b8b5-27a3342f816d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": -0.022,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.195,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.21,
"battery_mwh": 2.44,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-65F41CF637",
"grid_service_limit_mw": 12.67,
"gross_sqft": 1266602,
"infill_site": true,
"lease_expiry_months": 33,
"oc... | {
"capital_availability": 0.302,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.73,
"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.562,
"nearby_nodes": 6,
"network_redundancy_score": 0.447,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 193... | [
{
"appointment_fill_pct": 76.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.3,
"dock_utilization_pct": 78.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 68.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.72,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.3,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 1.66,
"rent_growth_90d_pct": 2.63,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -498715,
"annualized_revenue_impact_usd": -745032,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 720400,
"expansion_capture_probability_post_event": 0.078,
"lease_rate_change_pct": -1.74,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.97
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.7
},
{
"action": "secure_pop_up_capacity",
"reason":... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.258,
"capital_availability": 0.302,
"demand_pressure": 0.205,
"entitlement_friction": 0.562,
"labor_shortage": 0.871,
"portfolio_tightness": 0.709,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.871,
"id": "FORGE-102616",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T01:38:00Z",
"trace_id": "b85fcd31-7234-4f75-88e9-5f52979bae14"
} | {
"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": 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": 0.335,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.187,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.69,
"battery_mwh": 10.65,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 63,
"facility_id": "FAC-D699458710",
"grid_service_limit_mw": 14.58,
"gross_sqft": 632039,
"infill_site": false,
"lease_expiry_months": 61,
"occ... | {
"capital_availability": 0.699,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.722,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.087,
"nearby_nodes": 5,
"network_redundancy_score": 0.509,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 94.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 89.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 84.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.85,
"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": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.4,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 3.64,
"rent_growth_90d_pct": 5.84,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 43476,
"annualized_revenue_impact_usd": 60239,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 672810,
"expansion_capture_probability_post_event": 0.424,
"lease_rate_change_pct": 3.92,
"occupancy_shift": 0.016,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.15
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.56
},
{
"action": "deplo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.229,
"capital_availability": 0.699,
"demand_pressure": 0.856,
"entitlement_friction": 0.087,
"labor_shortage": 0.615,
"portfolio_tightness": 0.473,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-102617",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:06:00Z",
"trace_id": "490b33f8-d9e6-433b-8f0c-313c31956987"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.135,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.316,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.41,
"battery_mwh": 2.06,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 85,
"facility_id": "FAC-286DF23993",
"grid_service_limit_mw": 20.76,
"gross_sqft": 853582,
"infill_site": false,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.402,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.256,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.613,
"nearby_nodes": 5,
"network_redundancy_score": 0.407,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.2,
"dock_utilization_pct": 86.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 84.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.864,
"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": 1.73,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.5,
"occupancy_90d": 0.891,
"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 3.36,
"tenant_expansion_probability": 0.268
} | {
"annualized_noi_impact_usd": -122169,
"annualized_revenue_impact_usd": -164540,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 766810,
"expansion_capture_probability_post_event": 0.133,
"lease_rate_change_pct": -0.64,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 39.92
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.44
},
{
"action": "activate_temp_labor",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.572,
"capital_availability": 0.402,
"demand_pressure": 0.663,
"entitlement_friction": 0.613,
"labor_shortage": 0.931,
"portfolio_tightness": 0.533,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-102618",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:27:00Z",
"trace_id": "df0c51e7-676b-47fe-bbdf-9b41e0f6a87b"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.314,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.232,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.3,
"battery_mwh": 8.09,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-1DFB5AF082",
"grid_service_limit_mw": 19.18,
"gross_sqft": 993253,
"infill_site": true,
"lease_expiry_months": 68,
"... | {
"capital_availability": 0.467,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.38,
"cross_node_rebalancing_capacity_pct": 0.112,
"entitlement_friction": 0.478,
"nearby_nodes": 2,
"network_redundancy_score": 0.376,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 92.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 86.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"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": 1.66,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.78,
"rent_growth_90d_pct": 3.59,
"tenant_expansion_probability": 0.49... | {
"annualized_noi_impact_usd": 58888,
"annualized_revenue_impact_usd": 86428,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 478245,
"expansion_capture_probability_post_event": 0.406,
"lease_rate_change_pct": 2.14,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.42
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.25
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.567,
"capital_availability": 0.467,
"demand_pressure": 0.696,
"entitlement_friction": 0.478,
"labor_shortage": 0.599,
"portfolio_tightness": 0.458,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-102619",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:19:00Z",
"trace_id": "872691ea-6871-4bb3-a3a4-70b8f90f0890"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.117,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.452,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.47,
"battery_mwh": 4.69,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-B8BD4AC554",
"grid_service_limit_mw": 18.7,
"gross_sqft": 436465,
"infill_site": true,
"lease_expiry_months": 49,
"... | {
"capital_availability": 0.01,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.718,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.373,
"nearby_nodes": 8,
"network_redundancy_score": 0.431,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 49157,
... | [
{
"appointment_fill_pct": 78.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 81.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"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": 1.83,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.1,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 0.31,
"rent_growth_90d_pct": 0.18,
"tenant_expansion_probability": 0.25
} | {
"annualized_noi_impact_usd": -30428,
"annualized_revenue_impact_usd": -50077,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 45,
"estimated_capex_usd": 559541,
"expansion_capture_probability_post_event": 0.147,
"lease_rate_change_pct": -2.3,
"occupancy_shift": -0.014,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.73
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.78
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.751,
"capital_availability": 0.01,
"demand_pressure": 0.423,
"entitlement_friction": 0.373,
"labor_shortage": 0.794,
"portfolio_tightness": 0.462,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-102620",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:02:00Z",
"trace_id": "3f53b487-e060-4849-a9cc-a6297f58496c"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.417,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.33,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.78,
"battery_mwh": 0.6,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 34,
"facility_id": "FAC-764C20651D",
"grid_service_limit_mw": 23.67,
"gross_sqft": 343437,
"infill_site": false,
"lease_expiry_months": 29,
"occu... | {
"capital_availability": 0.635,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.786,
"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.181,
"nearby_nodes": 4,
"network_redundancy_score": 0.323,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 90,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.5,
"dock_utilization_pct": 87.2,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.699,
"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": 2.49,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 90.6,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 4.19,
"rent_growth_90d_pct": 3.58,
"tenant_expansion_probability": 0.743... | {
"annualized_noi_impact_usd": 87444,
"annualized_revenue_impact_usd": 122940,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 30,
"estimated_capex_usd": 495700,
"expansion_capture_probability_post_event": 0.715,
"lease_rate_change_pct": 3.29,
"occupancy_shift": 0.026,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.98
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.46
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.582,
"capital_availability": 0.635,
"demand_pressure": 0.714,
"entitlement_friction": 0.181,
"labor_shortage": 0.685,
"portfolio_tightness": 0.518,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.869,
"id": "FORGE-102621",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:03:00Z",
"trace_id": "80f22572-0e7d-429c-be69-7c3fe1669b05"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.322,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.338,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.33,
"battery_mwh": 3.13,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-D7975B554D",
"grid_service_limit_mw": 16.84,
"gross_sqft": 977343,
"infill_site": true,
"lease_expiry_months": 70,
"occu... | {
"capital_availability": 0.771,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.318,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.139,
"nearby_nodes": 2,
"network_redundancy_score": 0.838,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 24... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.3,
"dock_utilization_pct": 84.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.2,
"occupancy_90d": 0.902,
"rent_growth_30d_pct": 1.98,
"rent_growth_90d_pct": 2.44,
"tenant_expansion_probability": 0.567
} | {
"annualized_noi_impact_usd": 41117,
"annualized_revenue_impact_usd": 59261,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 375785,
"expansion_capture_probability_post_event": 0.494,
"lease_rate_change_pct": 1.62,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.13
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.96
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.254,
"capital_availability": 0.771,
"demand_pressure": 0.608,
"entitlement_friction": 0.139,
"labor_shortage": 0.846,
"portfolio_tightness": 0.433,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-102622",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:07:00Z",
"trace_id": "72703acd-9c4a-435c-9f9d-7865a9125072"
} | {
"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": true,
"growth_rate": 0.3,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.182,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.58,
"battery_mwh": 2.16,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 142,
"facility_id": "FAC-52CFB12C44",
"grid_service_limit_mw": 23.34,
"gross_sqft": 1429020,
"infill_site": false,
"lease_expiry_months": 56,
"o... | {
"capital_availability": 0.166,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.635,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.328,
"nearby_nodes": 3,
"network_redundancy_score": 0.774,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 54.7,
"dock_utilization_pct": 89.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.844,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.09,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.4,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 2.98,
"rent_growth_90d_pct": 1.98,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 127083,
"annualized_revenue_impact_usd": 173359,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 638928,
"expansion_capture_probability_post_event": 0.389,
"lease_rate_change_pct": 0.47,
"occupancy_shift": 0.02,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.29
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.23
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.756,
"capital_availability": 0.166,
"demand_pressure": 0.849,
"entitlement_friction": 0.328,
"labor_shortage": 0.873,
"portfolio_tightness": 0.523,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-102623",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:59:00Z",
"trace_id": "47c716b7-4563-44c5-a18d-2f68d061dc00"
} | {
"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": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.127,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.49,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.81,
"battery_mwh": 3.03,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-B9908AD5B8",
"grid_service_limit_mw": 22.18,
"gross_sqft": 1237716,
"infill_site": true,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.598,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.279,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.689,
"nearby_nodes": 4,
"network_redundancy_score": 0.467,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.5,
"dock_utilization_pct": 83.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.75,
"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",
"for... | {
"build_vs_buy_score": 1.77,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.9,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 0.96,
"rent_growth_90d_pct": 3.24,
"tenant_expansion_probability": 0.328
} | {
"annualized_noi_impact_usd": -104065,
"annualized_revenue_impact_usd": -135471,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 448916,
"expansion_capture_probability_post_event": 0.239,
"lease_rate_change_pct": 0.49,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.71
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.4
},
{
"action": "delay_spec_devel... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.329,
"capital_availability": 0.598,
"demand_pressure": 0.543,
"entitlement_friction": 0.689,
"labor_shortage": 0.625,
"portfolio_tightness": 0.442,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-102624",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T03:19:00Z",
"trace_id": "351e1435-910c-4541-afb0-1c281d821b7c"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.132,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.414,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.36,
"battery_mwh": 10.59,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 27,
"facility_id": "FAC-BECDBD04E4",
"grid_service_limit_mw": 22.43,
"gross_sqft": 270321,
"infill_site": false,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.716,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.257,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.298,
"nearby_nodes": 4,
"network_redundancy_score": 0.604,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 83.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.9,
"shift_fill_... | {
"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": 2.34,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.7,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 2.12,
"rent_growth_90d_pct": 1.39,
"tenant_expansion_probability": 0.315
} | {
"annualized_noi_impact_usd": -27028,
"annualized_revenue_impact_usd": -40085,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 672097,
"expansion_capture_probability_post_event": 0.211,
"lease_rate_change_pct": -1.34,
"occupancy_shift": -0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.4
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.18
},
{
"action": "deploy_peak_shaving",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.376,
"capital_availability": 0.716,
"demand_pressure": 0.496,
"entitlement_friction": 0.298,
"labor_shortage": 0.838,
"portfolio_tightness": 0.566,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-102625",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T03:54:00Z",
"trace_id": "d350f74b-0537-47ec-af11-aa1b20aa135f"
} | {
"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": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.078,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.251,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.49,
"battery_mwh": 7.58,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-13CE084381",
"grid_service_limit_mw": 17.14,
"gross_sqft": 1219066,
"infill_site": true,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.535,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.427,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.475,
"nearby_nodes": 5,
"network_redundancy_score": 0.79,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.3,
"dock_utilization_pct": 83.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.754,
"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": 1.8,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.6,
"occupancy_90d": 0.926,
"rent_growth_30d_pct": 1.76,
"rent_growth_90d_pct": 3.44,
"tenant_expansion_probability": 0.268
} | {
"annualized_noi_impact_usd": -44613,
"annualized_revenue_impact_usd": -76100,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 403027,
"expansion_capture_probability_post_event": 0.184,
"lease_rate_change_pct": 0.37,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.51
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.17
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.581,
"capital_availability": 0.535,
"demand_pressure": 0.52,
"entitlement_friction": 0.475,
"labor_shortage": 0.61,
"portfolio_tightness": 0.568,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-102626",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:56:00Z",
"trace_id": "93832402-8b0d-44ff-89dc-68551a33315b"
} | {
"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,
"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": 0.304,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.289,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.71,
"battery_mwh": 1.09,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-859F021BE4",
"grid_service_limit_mw": 15.36,
"gross_sqft": 761636,
"infill_site": false,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.684,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.369,
"cross_node_rebalancing_capacity_pct": 0.154,
"entitlement_friction": 0.272,
"nearby_nodes": 8,
"network_redundancy_score": 0.37,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 165... | [
{
"appointment_fill_pct": 92.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 84.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"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": 1.78,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.1,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 1.06,
"rent_growth_90d_pct": 0.84,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 1494,
"annualized_revenue_impact_usd": 2247,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 338161,
"expansion_capture_probability_post_event": 0.457,
"lease_rate_change_pct": 0.44,
"occupancy_shift": 0.009,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.34
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.5
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.334,
"capital_availability": 0.684,
"demand_pressure": 0.626,
"entitlement_friction": 0.272,
"labor_shortage": 0.715,
"portfolio_tightness": 0.341,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-102627",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:25:00Z",
"trace_id": "5147a28f-9d1e-4312-bfaf-3fb33918cd1f"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.102,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.247,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.51,
"battery_mwh": 1.24,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-99DAF9257F",
"grid_service_limit_mw": 16.68,
"gross_sqft": 1105273,
"infill_site": true,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.711,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.409,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.098,
"nearby_nodes": 8,
"network_redundancy_score": 0.472,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.1,
"dock_utilization_pct": 82.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"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": 2.27,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.3,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 1.38,
"rent_growth_90d_pct": 2.22,
"tenant_expansion_probability": 0.281
} | {
"annualized_noi_impact_usd": -128686,
"annualized_revenue_impact_usd": -198233,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 379793,
"expansion_capture_probability_post_event": 0.202,
"lease_rate_change_pct": -0.38,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.94
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.51
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.509,
"capital_availability": 0.711,
"demand_pressure": 0.5,
"entitlement_friction": 0.098,
"labor_shortage": 0.808,
"portfolio_tightness": 0.463,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-102628",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:37:00Z",
"trace_id": "699a2d24-baf7-418a-a1f9-92542f235e38"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.392,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.292,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.48,
"battery_mwh": 0.34,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-4A12C0849A",
"grid_service_limit_mw": 15.84,
"gross_sqft": 1014137,
"infill_site": false,
"lease_expiry_months": 59,
"o... | {
"capital_availability": 0.414,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.69,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.552,
"nearby_nodes": 8,
"network_redundancy_score": 0.541,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1498784... | [
{
"appointment_fill_pct": 90.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 86.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"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": 1.87,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.6,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 3.55,
"tenant_expansion_probability": 0.576
} | {
"annualized_noi_impact_usd": 64596,
"annualized_revenue_impact_usd": 92202,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 501535,
"expansion_capture_probability_post_event": 0.473,
"lease_rate_change_pct": 2.52,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.62
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.04
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.543,
"capital_availability": 0.414,
"demand_pressure": 0.721,
"entitlement_friction": 0.552,
"labor_shortage": 0.611,
"portfolio_tightness": 0.443,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-102629",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:04:00Z",
"trace_id": "550f354c-5129-4180-b9de-67ea652c1792"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"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": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.187,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.159,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.46,
"battery_mwh": 3,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-1A777AB59F",
"grid_service_limit_mw": 16.4,
"gross_sqft": 690600,
"infill_site": false,
"lease_expiry_months": 27,
"occupan... | {
"capital_availability": 0.504,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.351,
"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.534,
"nearby_nodes": 7,
"network_redundancy_score": 0.79,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1643919... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.3,
"dock_utilization_pct": 81,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 68.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.73,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.8,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": -0.5,
"rent_growth_90d_pct": 0.18,
"tenant_expansion_probability": 0.305
} | {
"annualized_noi_impact_usd": -45867,
"annualized_revenue_impact_usd": -75525,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 45,
"estimated_capex_usd": 494302,
"expansion_capture_probability_post_event": 0.2,
"lease_rate_change_pct": -1.61,
"occupancy_shift": 0,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.57
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.03
},
{
"action": "defer_noncritical_projects",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.708,
"capital_availability": 0.504,
"demand_pressure": 0.429,
"entitlement_friction": 0.534,
"labor_shortage": 0.587,
"portfolio_tightness": 0.373,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-102630",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:00:00Z",
"trace_id": "d5d91d27-db14-41f6-a518-461458cca254"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.246,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.082,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.71,
"battery_mwh": 0.53,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 125,
"facility_id": "FAC-E40E5C6593",
"grid_service_limit_mw": 8.81,
"gross_sqft": 1250938,
"infill_site": false,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.476,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.584,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.602,
"nearby_nodes": 2,
"network_redundancy_score": 0.5,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1475... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 86.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 84.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.847,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.9,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 2.81,
"rent_growth_90d_pct": 3.12,
"tenant_expansion_probability": 0.418
} | {
"annualized_noi_impact_usd": 40575,
"annualized_revenue_impact_usd": 52032,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 686377,
"expansion_capture_probability_post_event": 0.288,
"lease_rate_change_pct": 0.24,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.34
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.86
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.606,
"capital_availability": 0.476,
"demand_pressure": 0.66,
"entitlement_friction": 0.602,
"labor_shortage": 0.879,
"portfolio_tightness": 0.635,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-102631",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:51:00Z",
"trace_id": "d907dbcc-5576-4a8b-b2ba-fba524fcc58c"
} | {
"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": 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": 0.322,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.239,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 8.78,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-3A30F11DA9",
"grid_service_limit_mw": 16.1,
"gross_sqft": 339528,
"infill_site": false,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.661,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.255,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.429,
"nearby_nodes": 7,
"network_redundancy_score": 0.525,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 85.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.8,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 2.98,
"rent_growth_90d_pct": 2.71,
"tenant_expansion_probability": 0.577
} | {
"annualized_noi_impact_usd": 49388,
"annualized_revenue_impact_usd": 72131,
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"decision_horizon_days": 90,
"estimated_capex_usd": 564761,
"expansion_capture_probability_post_event": 0.474,
"lease_rate_change_pct": 1.03,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.68
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.27
},
{
"action": "secure_pop_up_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.661,
"demand_pressure": 0.621,
"entitlement_friction": 0.429,
"labor_shortage": 0.984,
"portfolio_tightness": 0.59,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-102632",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T01:14:00Z",
"trace_id": "62f00bdd-4623-4bec-9f39-8d3e756aa692"
} | {
"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": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.067,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.292,
"seasonality": 0.74,
"service... | {
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"battery_mwh": 6.97,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-5BF817C61B",
"grid_service_limit_mw": 16.85,
"gross_sqft": 998686,
"infill_site": true,
"lease_expiry_months": 44,
"occu... | {
"capital_availability": 0.458,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.38,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.322,
"nearby_nodes": 2,
"network_redundancy_score": 0.47,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 85.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 35.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.673,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.14,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.32,
"rent_growth_90d_pct": 3.11,
"tenant_expansion_probability": 0.386... | {
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"annualized_revenue_impact_usd": 22069,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 422739,
"expansion_capture_probability_post_event": 0.368,
"lease_rate_change_pct": 0.29,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.75
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.55
},
{
"action": "activate_temp_labor"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.351,
"capital_availability": 0.458,
"demand_pressure": 0.647,
"entitlement_friction": 0.322,
"labor_shortage": 0.797,
"portfolio_tightness": 0.433,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.867,
"id": "FORGE-102633",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T01:55:00Z",
"trace_id": "b17d2fdc-cfd8-498a-870a-be98282fbec1"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.291,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.137,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.33,
"battery_mwh": 9.87,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 73,
"facility_id": "FAC-8453EC6410",
"grid_service_limit_mw": 13.23,
"gross_sqft": 734988,
"infill_site": false,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.307,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.797,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.279,
"nearby_nodes": 7,
"network_redundancy_score": 0.374,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 92.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.6,
"dock_utilization_pct": 87.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 83.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.845,
"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": 2.59,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 3.28,
"rent_growth_90d_pct": 2.9,
"tenant_expansion_probability": 0.47
} | {
"annualized_noi_impact_usd": 16954,
"annualized_revenue_impact_usd": 23042,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 562509,
"expansion_capture_probability_post_event": 0.361,
"lease_rate_change_pct": 0.97,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.6
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.9
},
{
"action": "secure_pop_up_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.561,
"capital_availability": 0.307,
"demand_pressure": 0.717,
"entitlement_friction": 0.279,
"labor_shortage": 0.756,
"portfolio_tightness": 0.601,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.728,
"id": "FORGE-102634",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T02:19:00Z",
"trace_id": "3a2d0552-d100-4496-ba68-3cb99c5940b0"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.067,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.16,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.49,
"battery_mwh": 7.92,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-542E27B4B1",
"grid_service_limit_mw": 18.84,
"gross_sqft": 574511,
"infill_site": true,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.407,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.738,
"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.288,
"nearby_nodes": 4,
"network_redundancy_score": 0.457,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.6,
"dock_utilization_pct": 80.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 13.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.662,
"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": 1.81,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 0.83,
"rent_growth_90d_pct": 1.05,
"tenant_expansion_probability": 0.292
} | {
"annualized_noi_impact_usd": -8678,
"annualized_revenue_impact_usd": -12483,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 470804,
"expansion_capture_probability_post_event": 0.26,
"lease_rate_change_pct": -1.4,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.51
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 24.31
},
{
"action": "defer_noncritical_projects",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.69,
"capital_availability": 0.407,
"demand_pressure": 0.424,
"entitlement_friction": 0.288,
"labor_shortage": 0.673,
"portfolio_tightness": 0.316,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-102635",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:52:00Z",
"trace_id": "58abd16e-31c4-4006-bdc0-9ba039df3da2"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"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": 0.213,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.244,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.68,
"battery_mwh": 5.1,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-A1D0B34D86",
"grid_service_limit_mw": 9.22,
"gross_sqft": 911772,
"infill_site": false,
"lease_expiry_months": 58,
"occup... | {
"capital_availability": 0.689,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.5,
"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.846,
"nearby_nodes": 5,
"network_redundancy_score": 0.634,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1437... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.8,
"dock_utilization_pct": 85,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 60.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.49,
"rent_growth_90d_pct": 3.52,
"tenant_expansion_probability": 0.41
} | {
"annualized_noi_impact_usd": -12131,
"annualized_revenue_impact_usd": -18752,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 577053,
"expansion_capture_probability_post_event": 0.285,
"lease_rate_change_pct": 0.51,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.46
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.96
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.503,
"capital_availability": 0.689,
"demand_pressure": 0.558,
"entitlement_friction": 0.846,
"labor_shortage": 0.723,
"portfolio_tightness": 0.677,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-102636",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:58:00Z",
"trace_id": "743a3245-6e29-41f6-8de6-f64dcd35da14"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "development_timing_risk",
"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": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.039,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.39,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.41,
"battery_mwh": 9.23,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-5FA4E06A18",
"grid_service_limit_mw": 9.48,
"gross_sqft": 710235,
"infill_site": true,
"lease_expiry_months": 38,
"occup... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.681,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.779,
"nearby_nodes": 4,
"network_redundancy_score": 0.54,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.8,
"dock_utilization_pct": 81,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.74,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forec... | {
"build_vs_buy_score": 2.3,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 1.05,
"rent_growth_90d_pct": -0.16,
"tenant_expansion_probability": 0.198
} | {
"annualized_noi_impact_usd": -161597,
"annualized_revenue_impact_usd": -243534,
"cap_rate_pressure_pct": -0.33,
"decision_horizon_days": 90,
"estimated_capex_usd": 567024,
"expansion_capture_probability_post_event": 0.101,
"lease_rate_change_pct": -3.37,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 35.28
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.94
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.862,
"capital_availability": 0,
"demand_pressure": 0.346,
"entitlement_friction": 0.779,
"labor_shortage": 0.815,
"portfolio_tightness": 0.682,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-102637",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:02:00Z",
"trace_id": "4719b313-8246-4694-8bd6-520563f39fd6"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"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": 0.29,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.248,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.38,
"battery_mwh": 6.26,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-3D5BA7FD81",
"grid_service_limit_mw": 12.27,
"gross_sqft": 648881,
"infill_site": false,
"lease_expiry_months": 27,
"occ... | {
"capital_availability": 0.745,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.67,
"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.565,
"nearby_nodes": 6,
"network_redundancy_score": 0.657,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 356... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 85,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"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": 2.6,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.2,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 2.6,
"rent_growth_90d_pct": 1.9,
"tenant_expansion_probability": 0.505
} | {
"annualized_noi_impact_usd": 28060,
"annualized_revenue_impact_usd": 47938,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 627518,
"expansion_capture_probability_post_event": 0.395,
"lease_rate_change_pct": 0.25,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.98
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.55
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.347,
"capital_availability": 0.745,
"demand_pressure": 0.577,
"entitlement_friction": 0.565,
"labor_shortage": 0.714,
"portfolio_tightness": 0.61,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-102638",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:05:00Z",
"trace_id": "d042e049-0498-41f6-875e-a956237419e6"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.205,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.217,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.65,
"battery_mwh": 3.35,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 121,
"facility_id": "FAC-C78999BBD6",
"grid_service_limit_mw": 19.72,
"gross_sqft": 1214048,
"infill_site": false,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.167,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.305,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.492,
"nearby_nodes": 7,
"network_redundancy_score": 0.521,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 216895... | [
{
"appointment_fill_pct": 91.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.6,
"dock_utilization_pct": 85.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 84.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.833,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.1,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 0.53,
"rent_growth_90d_pct": -0.38,
"tenant_expansion_probability": 0.302
} | {
"annualized_noi_impact_usd": -115277,
"annualized_revenue_impact_usd": -175117,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 60,
"estimated_capex_usd": 631100,
"expansion_capture_probability_post_event": 0.183,
"lease_rate_change_pct": -2.38,
"occupancy_shift": 0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.55
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.81
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.764,
"capital_availability": 0.167,
"demand_pressure": 0.659,
"entitlement_friction": 0.492,
"labor_shortage": 0.743,
"portfolio_tightness": 0.362,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-102639",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:03:00Z",
"trace_id": "7fcb509a-9ee3-4a69-bf64-fa5cf988514c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.247,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.456,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.54,
"battery_mwh": 3.48,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 130,
"facility_id": "FAC-91C1084307",
"grid_service_limit_mw": 19.41,
"gross_sqft": 1307199,
"infill_site": false,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.663,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.397,
"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.297,
"nearby_nodes": 4,
"network_redundancy_score": 0.846,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 32.2,
"dock_utilization_pct": 85.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.69,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_p... | {
"build_vs_buy_score": 2.21,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.1,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 3.71,
"rent_growth_90d_pct": 5.66,
"tenant_expansion_probability": 0.532
} | {
"annualized_noi_impact_usd": 115571,
"annualized_revenue_impact_usd": 181568,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 631975,
"expansion_capture_probability_post_event": 0.494,
"lease_rate_change_pct": 3.47,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.72
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.32
},
{
"action": "deploy_peak_shaving",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.306,
"capital_availability": 0.663,
"demand_pressure": 0.615,
"entitlement_friction": 0.297,
"labor_shortage": 0.477,
"portfolio_tightness": 0.489,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-102640",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:53:00Z",
"trace_id": "fad11763-f3de-404a-9adf-55a6adc737a0"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.284,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.326,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.56,
"battery_mwh": 4.11,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-BA9DC2B65C",
"grid_service_limit_mw": 11.63,
"gross_sqft": 505088,
"infill_site": false,
"lease_expiry_months": 16,
"occ... | {
"capital_availability": 0.213,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.355,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.75,
"nearby_nodes": 2,
"network_redundancy_score": 0.364,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 184... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.4,
"dock_utilization_pct": 85.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.36,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.7,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 2.39,
"rent_growth_90d_pct": 1.89,
"tenant_expansion_probability": 0.536... | {
"annualized_noi_impact_usd": 37004,
"annualized_revenue_impact_usd": 55968,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 534321,
"expansion_capture_probability_post_event": 0.438,
"lease_rate_change_pct": 0.26,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.01
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.21
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.766,
"capital_availability": 0.213,
"demand_pressure": 0.589,
"entitlement_friction": 0.75,
"labor_shortage": 0.923,
"portfolio_tightness": 0.678,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-102641",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:50:00Z",
"trace_id": "31e6a91b-6bf6-4309-bfed-8cee24d6fc1f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"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": 0.236,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.248,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.66,
"battery_mwh": 2.5,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 52,
"facility_id": "FAC-22651FD42F",
"grid_service_limit_mw": 22.78,
"gross_sqft": 520588,
"infill_site": false,
"lease_expiry_months": 46,
"occup... | {
"capital_availability": 0.849,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.756,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.398,
"nearby_nodes": 3,
"network_redundancy_score": 0.857,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 143965... | [
{
"appointment_fill_pct": 90,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.5,
"dock_utilization_pct": 82.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 81,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 21,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.735,
"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": 2.37,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.9,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 2.24,
"rent_growth_90d_pct": 1.83,
"tenant_expansion_probability": 0.48
} | {
"annualized_noi_impact_usd": 11104,
"annualized_revenue_impact_usd": 16576,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 578375,
"expansion_capture_probability_post_event": 0.41,
"lease_rate_change_pct": -0.36,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 44.36
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.94
},
{
"action": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.065,
"capital_availability": 0.849,
"demand_pressure": 0.501,
"entitlement_friction": 0.398,
"labor_shortage": 0.721,
"portfolio_tightness": 0.35,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-102642",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:09:00Z",
"trace_id": "2a38a540-9160-4b1b-960e-e86dd9200250"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"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": 0.074,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.432,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.55,
"battery_mwh": 11.06,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-0B005FA983",
"grid_service_limit_mw": 11.26,
"gross_sqft": 895693,
"infill_site": false,
"lease_expiry_months": 19,
"oc... | {
"capital_availability": 0.108,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.746,
"cross_node_rebalancing_capacity_pct": 0.059,
"entitlement_friction": 0.413,
"nearby_nodes": 7,
"network_redundancy_score": 0.839,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 5... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.1,
"dock_utilization_pct": 84.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"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": 1.82,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 1.55,
"rent_growth_90d_pct": 0.28,
"tenant_expansion_probability": 0.25
} | {
"annualized_noi_impact_usd": -175110,
"annualized_revenue_impact_usd": -247992,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 627605,
"expansion_capture_probability_post_event": 0.153,
"lease_rate_change_pct": -2.51,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.71
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.73
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.278,
"capital_availability": 0.108,
"demand_pressure": 0.616,
"entitlement_friction": 0.413,
"labor_shortage": 0.835,
"portfolio_tightness": 0.42,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-102643",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:19:00Z",
"trace_id": "ab914697-90f7-4363-ba09-e9dbef0259af"
} | {
"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": "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": 0.073,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.423,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.22,
"battery_mwh": 1.57,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 62,
"facility_id": "FAC-DDB2B7E070",
"grid_service_limit_mw": 23.51,
"gross_sqft": 629825,
"infill_site": true,
"lease_expiry_months": 60,
"... | {
"capital_availability": 0.353,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.622,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.342,
"nearby_nodes": 4,
"network_redundancy_score": 0.582,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39,
"dock_utilization_pct": 81.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.9,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"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": 2.27,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.3,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 1.07,
"rent_growth_90d_pct": 0.67,
"tenant_expansion_probability": 0.229
} | {
"annualized_noi_impact_usd": -124498,
"annualized_revenue_impact_usd": -195988,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 479380,
"expansion_capture_probability_post_event": 0.133,
"lease_rate_change_pct": -2.01,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.62
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.372,
"capital_availability": 0.353,
"demand_pressure": 0.433,
"entitlement_friction": 0.342,
"labor_shortage": 0.638,
"portfolio_tightness": 0.48,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-102644",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:28:00Z",
"trace_id": "cfa6efa8-387e-492a-be6f-406a8ad427a1"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.285,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.232,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.51,
"battery_mwh": 11.91,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-D956C99A4C",
"grid_service_limit_mw": 16.8,
"gross_sqft": 819684,
"infill_site": false,
"lease_expiry_months": 62,
"occ... | {
"capital_availability": 0.147,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.739,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.64,
"nearby_nodes": 4,
"network_redundancy_score": 0.874,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 699362,
... | [
{
"appointment_fill_pct": 90.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 86.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.9,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 1.34,
"rent_growth_90d_pct": 2.81,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 66187,
"annualized_revenue_impact_usd": 96667,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 575184,
"expansion_capture_probability_post_event": 0.389,
"lease_rate_change_pct": 1.49,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.04
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.73
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.485,
"capital_availability": 0.147,
"demand_pressure": 0.737,
"entitlement_friction": 0.64,
"labor_shortage": 0.533,
"portfolio_tightness": 0.387,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-102645",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:47:00Z",
"trace_id": "cd7060fd-6836-4c2b-8d86-a97d63715083"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.317,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.212,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.32,
"battery_mwh": 2.91,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-AE0B38B558",
"grid_service_limit_mw": 11.02,
"gross_sqft": 1160112,
"infill_site": true,
"lease_expiry_months": 37,
"oc... | {
"capital_availability": 0.584,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.473,
"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.64,
"nearby_nodes": 6,
"network_redundancy_score": 0.831,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 212... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 85.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.45,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.6,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 2.63,
"rent_growth_90d_pct": 4.61,
"tenant_expansion_probability": 0.516
... | {
"annualized_noi_impact_usd": 141409,
"annualized_revenue_impact_usd": 217062,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 635174,
"expansion_capture_probability_post_event": 0.397,
"lease_rate_change_pct": 2.26,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.28
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.39
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.639,
"capital_availability": 0.584,
"demand_pressure": 0.608,
"entitlement_friction": 0.64,
"labor_shortage": 0.766,
"portfolio_tightness": 0.657,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-102646",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:02:00Z",
"trace_id": "24570bcd-8387-4ec6-a86e-de179bf0af29"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.342,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.338,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.61,
"battery_mwh": 9.27,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 57,
"facility_id": "FAC-DC3F80059E",
"grid_service_limit_mw": 11.47,
"gross_sqft": 576397,
"infill_site": false,
"lease_expiry_months": 17,
"occu... | {
"capital_availability": 0.747,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.404,
"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.447,
"nearby_nodes": 2,
"network_redundancy_score": 0.637,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 50... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.2,
"dock_utilization_pct": 83.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.5,
"shift_fill... | {
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"anomaly_score": 0.706,
"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": 2.98,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.924,
"rent_growth_30d_pct": 4.06,
"rent_growth_90d_pct": 5.95,
"tenant_expansion_probability": 0.667
} | {
"annualized_noi_impact_usd": 255341,
"annualized_revenue_impact_usd": 355393,
"cap_rate_pressure_pct": 0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 636556,
"expansion_capture_probability_post_event": 0.609,
"lease_rate_change_pct": 3.85,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.24
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.42
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.171,
"capital_availability": 0.747,
"demand_pressure": 0.524,
"entitlement_friction": 0.447,
"labor_shortage": 0.705,
"portfolio_tightness": 0.59,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-102647",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:38:00Z",
"trace_id": "15d8f422-f438-43f7-8039-da8572d5ee14"
} | {
"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.198,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.176,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.21,
"battery_mwh": 3.12,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-8DB4797329",
"grid_service_limit_mw": 15.23,
"gross_sqft": 1252289,
"infill_site": false,
"lease_expiry_months": 13,... | {
"capital_availability": 0.526,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.744,
"cross_node_rebalancing_capacity_pct": 0.204,
"entitlement_friction": 0.684,
"nearby_nodes": 5,
"network_redundancy_score": 0.625,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.3,
"dock_utilization_pct": 81.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pres... | {
"build_vs_buy_score": 1.52,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": -0.18,
"rent_growth_90d_pct": 1.82,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -141233,
"annualized_revenue_impact_usd": -181902,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 90,
"estimated_capex_usd": 626350,
"expansion_capture_probability_post_event": 0.213,
"lease_rate_change_pct": -0.88,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.47
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.1
},
{
"action": "defer_noncritical_projects",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.832,
"capital_availability": 0.526,
"demand_pressure": 0.406,
"entitlement_friction": 0.684,
"labor_shortage": 0.861,
"portfolio_tightness": 0.472,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-102648",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:19:00Z",
"trace_id": "41855be3-3de5-4081-907b-8ec8689a9aa4"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.185,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.34,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.56,
"battery_mwh": 2.68,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-ED8859C7AF",
"grid_service_limit_mw": 20.44,
"gross_sqft": 755685,
"infill_site": false,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.341,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.325,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.494,
"nearby_nodes": 4,
"network_redundancy_score": 0.738,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 28.7,
"dock_utilization_pct": 83.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.2,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.654,
"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": 2.33,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 88.1,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 2.83,
"rent_growth_90d_pct": 5.01,
"tenant_expansion_probability": 0.48
} | {
"annualized_noi_impact_usd": 67374,
"annualized_revenue_impact_usd": 102199,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 375787,
"expansion_capture_probability_post_event": 0.451,
"lease_rate_change_pct": 2.67,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.85
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 27.54
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.699,
"capital_availability": 0.341,
"demand_pressure": 0.512,
"entitlement_friction": 0.494,
"labor_shortage": 0.525,
"portfolio_tightness": 0.543,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-102649",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:13:00Z",
"trace_id": "5b39cf9e-c869-4e71-a957-e8b387446271"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.9,
"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": 0.417,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.369,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.2,
"battery_mwh": 9.23,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-EB0147646F",
"grid_service_limit_mw": 20.02,
"gross_sqft": 1323245,
"infill_site": false,
"lease_expiry_months": 41,
"oc... | {
"capital_availability": 0.404,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.299,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.684,
"nearby_nodes": 7,
"network_redundancy_score": 0.809,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 87.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.9,
"dock_utilization_pct": 89.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fil... | {
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"anomaly_score": 0.83,
"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": 2.03,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.6,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 2.73,
"rent_growth_90d_pct": 2.91,
"tenant_expansion_probability": 0.631
} | {
"annualized_noi_impact_usd": 189934,
"annualized_revenue_impact_usd": 253424,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 564623,
"expansion_capture_probability_post_event": 0.52,
"lease_rate_change_pct": 1.86,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.9
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.55
},
{
"action": "lock_power_cap... | {
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"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.404,
"demand_pressure": 0.815,
"entitlement_friction": 0.684,
"labor_shortage": 0.813,
"portfolio_tightness": 0.552,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.738,
"id": "FORGE-102650",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:45:00Z",
"trace_id": "0ca5d677-524b-484f-935e-32b377dccad1"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.191,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.173,
"seasonality": 0.61,
"service_level_target": 0.95... | {
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"battery_mwh": 4.78,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-864AE600A9",
"grid_service_limit_mw": 17.86,
"gross_sqft": 782299,
"infill_site": true,
"lease_expiry_months": 19,
"occu... | {
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"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.721,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.642,
"nearby_nodes": 5,
"network_redundancy_score": 0.557,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 88.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13,
"shift_fill_rate... | {
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"anomaly_score": 0.689,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.47,
"rent_growth_90d_pct": 2.3,
"tenant_expansion_probability": 0.507
} | {
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"annualized_revenue_impact_usd": 169960,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 425492,
"expansion_capture_probability_post_event": 0.481,
"lease_rate_change_pct": 0.57,
"occupancy_shift": 0.032,
"service_penalty_risk_u... | {
"alternative_actions": [
{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 35.17
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.56
},
{
"action": "rebalance_carri... | {
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"friction_profile": {
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"capital_availability": 0.696,
"demand_pressure": 0.799,
"entitlement_friction": 0.642,
"labor_shortage": 0.639,
"portfolio_tightness": 0.44,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-102651",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:39:00Z",
"trace_id": "ab129420-3247-4c7a-b376-4f46ddef84a3"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
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"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.29,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.253,
"seasonality": 0.49,
"service_level_target": 0... | {
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"battery_mwh": 10.23,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 134,
"facility_id": "FAC-63704B27CE",
"grid_service_limit_mw": 19.48,
"gross_sqft": 1346348,
"infill_site": true,
"lease_expiry_months": 24,
"oc... | {
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"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.647,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.425,
"nearby_nodes": 8,
"network_redundancy_score": 0.5,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2174... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 81.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.4,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": -0.38,
"rent_growth_90d_pct": 1.17,
"tenant_expansion_probability": 0.427
} | {
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"annualized_revenue_impact_usd": -112805,
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"decision_horizon_days": 60,
"estimated_capex_usd": 598066,
"expansion_capture_probability_post_event": 0.323,
"lease_rate_change_pct": -0.17,
"occupancy_shift": -0.002,
"service_penalty_ri... | {
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{
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"reason": "transport_flexibility",
"score": 33.59
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.57
},
{
"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": 0.235,
"demand_pressure": 0.473,
"entitlement_friction": 0.425,
"labor_shortage": 0.75,
"portfolio_tightness": 0.342,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-102652",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T02:05:00Z",
"trace_id": "0b14422d-ac5a-4c70-ac92-49d804bd76b7"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "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": "500m_1b",
"expansion_request_open": false,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.423,
"seasonality": 0.49,
"service_level_target":... | {
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"battery_mwh": 4.87,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 76,
"facility_id": "FAC-69CE20FCA1",
"grid_service_limit_mw": 13.56,
"gross_sqft": 769712,
"infill_site": true,
"lease_expiry_months": 34,
"occup... | {
"capital_availability": 0.793,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.61,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.692,
"nearby_nodes": 6,
"network_redundancy_score": 0.67,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 19320... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 77.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.8,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": -0.5,
"rent_growth_90d_pct": -0.26,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": -220412,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 693967,
"expansion_capture_probability_post_event": 0.055,
"lease_rate_change_pct": -3.45,
"occupancy_shift": -0.021,
"service_penalty_r... | {
"alternative_actions": [
{
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"reason": "transport_flexibility",
"score": 34.24
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.18
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.793,
"demand_pressure": 0.234,
"entitlement_friction": 0.692,
"labor_shortage": 0.651,
"portfolio_tightness": 0.438,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-102653",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:49:00Z",
"trace_id": "1bcc4506-e373-45d5-9d71-491a6fd8106d"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-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": 0.002,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.396,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 9.6,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-AAA9EC975A",
"grid_service_limit_mw": 19.34,
"gross_sqft": 950522,
"infill_site": false,
"lease_expiry_months": 14,
"occu... | {
"capital_availability": 0.288,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.566,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.143,
"nearby_nodes": 4,
"network_redundancy_score": 0.455,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 80.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 48.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.764,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.79,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.3,
"occupancy_90d": 0.884,
"rent_growth_30d_pct": 1.02,
"rent_growth_90d_pct": 1.53,
"tenant_expansion_probability": 0.159
} | {
"annualized_noi_impact_usd": -154249,
"annualized_revenue_impact_usd": -219872,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 60,
"estimated_capex_usd": 417649,
"expansion_capture_probability_post_event": 0.07,
"lease_rate_change_pct": -2.01,
"occupancy_shift": -0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.31
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.52
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.288,
"demand_pressure": 0.335,
"entitlement_friction": 0.143,
"labor_shortage": 0.94,
"portfolio_tightness": 0.586,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-102654",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T03:30:00Z",
"trace_id": "e018cac3-a48a-45f9-9397-27d4ba9d8318"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.36,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.363,
"seasonality": 0.61,
"service_level_target": ... | {
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"battery_mwh": 9.85,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-E72D926F4B",
"grid_service_limit_mw": 12.85,
"gross_sqft": 1035621,
"infill_site": false,
"lease_expiry_months": 12,
"o... | {
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"cluster_utilization_pct": 0.856,
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"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.579,
"nearby_nodes": 4,
"network_redundancy_score": 0.419,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 18... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.3,
"dock_utilization_pct": 83.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fill_... | {
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"anomaly_score": 0.801,
"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": 1.37,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.7,
"occupancy_90d": 0.882,
"rent_growth_30d_pct": -0.32,
"rent_growth_90d_pct": 2.11,
"tenant_expansion_probability": 0.493
} | {
"annualized_noi_impact_usd": -17419,
"annualized_revenue_impact_usd": -27718,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 520857,
"expansion_capture_probability_post_event": 0.386,
"lease_rate_change_pct": 1.04,
"occupancy_shift": -0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.23
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.93
},
{
"action": "lock_powe... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.583,
"entitlement_friction": 0.579,
"labor_shortage": 0.7,
"portfolio_tightness": 0.335,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-102655",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:55:00Z",
"trace_id": "98abd674-97cc-458c-9c69-668bdafa0bae"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.146,
"seasonality": 0.61,
"service_level_target": ... | {
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"battery_mwh": 10.59,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-F3D541BCF5",
"grid_service_limit_mw": 24.29,
"gross_sqft": 545725,
"infill_site": false,
"lease_expiry_months": 71,
"oc... | {
"capital_availability": 0.08,
"cluster_utilization_pct": 0.908,
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"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.146,
"nearby_nodes": 3,
"network_redundancy_score": 0.749,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1248099,... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 89.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.4,
"rent_growth_90d_pct": 2.68,
"tenant_expansion_probability": 0.601
} | {
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"expansion_capture_probability_post_event": 0.532,
"lease_rate_change_pct": 2.46,
"occupancy_shift": 0.022,
"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 42.77
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.66
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.82,
"entitlement_friction": 0.146,
"labor_shortage": 0.53,
"portfolio_tightness": 0.499,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-102656",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:58:00Z",
"trace_id": "41f92719-39be-4285-b4cc-395b1ac4eaae"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.89,
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.227,
"seasonality": 0.82,
"service_level_target": 0... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-125A4132D2",
"grid_service_limit_mw": 15.17,
"gross_sqft": 755419,
"infill_site": false,
"lease_expiry_months": 71,
"occ... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.527,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 460134,
... | [
{
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"dock_utilization_pct": 82.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.7,
"shift_fil... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.26,
"rent_growth_90d_pct": 4.38,
"tenant_expansion_probability... | {
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"lease_rate_change_pct": 1.4,
"occupancy_shift": 0.023,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 23.49
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 22.07
},
{
"action": "rebalance_carrier_mix",
... | {
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"demand_pressure": 0.484,
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"labor_shortage": 0.621,
"portfolio_tightness": 0.477,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-102657",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:20:00Z",
"trace_id": "9f1c7ba5-1632-4bf8-bf22-5d11fb766e67"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.2,
"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": 0.216,
"seasonality": 0.74,
"service_level... | {
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"building_class": "class_a_plus",
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"facility_id": "FAC-7914CDB1A5",
"grid_service_limit_mw": 15.49,
"gross_sqft": 783648,
"infill_site": false,
"lease_expiry_months": 26,
... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.371,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 380... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 79.7,
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"power_load_pct_of_service_limit": 36.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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} | {
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"lease_rate_change_pct": -2.15,
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{
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"score": 35.88
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.25
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.667,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-102658",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:15:00Z",
"trace_id": "e5fb62d8-130a-4caa-a6e9-108f6e13c850"
} | {
"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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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.125,
"seasonality": 0.74,
"service_level... | {
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"battery_mwh": 6.58,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-371C7DC1D6",
"grid_service_limit_mw": 15.03,
"gross_sqft": 958108,
"infill_site": false,
"lease_expiry_months": 48,
"occ... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.479,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 85.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.931,
"rent_growth_30d_pct": 1.81,
"rent_growth_90d_pct": 1.81,
"tenant_expansion_probability... | {
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"service_penalty_risk_... | {
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{
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"score": 32.83
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.29
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.313,
"demand_pressure": 0.637,
"entitlement_friction": 0.283,
"labor_shortage": 0.658,
"portfolio_tightness": 0.444,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-102659",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:43:00Z",
"trace_id": "136d0ee9-5d5f-4d99-8481-6edfca2cc134"
} | {
"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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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.2,
"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": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.125,
"seasonality": 0.82,
"service_level_t... | {
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"battery_mwh": 3.17,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-66E27B8C1C",
"grid_service_limit_mw": 8.28,
"gross_sqft": 310604,
"infill_site": false,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.2,
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"entitlement_friction": 0.269,
"nearby_nodes": 7,
"network_redundancy_score": 0.677,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.1,
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},
{
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"score": 26.28
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{
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1.0.0-forge-industrial-sample | {
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"severity": "high",
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"timestamp": "2026-01-02T03:35:00Z",
"trace_id": "a8c1dc59-b36c-4459-a3da-4bba802fa717"
} | {
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"region": "northeast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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},
{
... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
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... | {
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"gross_sqft": 382019,
"infill_site": true,
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"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 216... | [
{
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"service_commitment_risk_pct": 10.3,
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} | {
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},
{
"action": "rebalance_carrier_mix",
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"score": 28.73
},
{
"action": "lock_power_cap... | {
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"p... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-102661",
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"timestamp": "2026-01-02T03:07:00Z",
"trace_id": "0af81815-c86a-479d-a52c-b88bc49be09e"
} | {
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"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
"action": "validated_operational_friction",
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},
... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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... | {
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{
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},
{
"action": "secure_pop_up_capacity",
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"score": 30.82
},
{
"action": "rebalance_carri... | {
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... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-02T02:58:00Z",
"trace_id": "65d7e9a1-0d06-4765-b0ac-2dac52699f3a"
} | {
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"region": "west_coast_us",
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} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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... | {
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{
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} | {
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"score": 37.05
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.86
},
{
"action": "rebalance_carri... | {
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-102663",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:38:00Z",
"trace_id": "d16ef25a-d83c-41e9-8ec0-e150a36084b0"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
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},
{... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "standard",
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"service_level_targ... | {
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"occu... | {
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"portfolio_cluster": "los_angeles_inland_empire",
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{
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"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 18.9,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"rent_growth_30d_pct": 2.16,
"rent_growth_90d_pct": 1.93,
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},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.58
},
{
... | {
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"demand_pressure": 0.708,
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"labor_shortage": 0.942,
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"pow... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-102664",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:01:00Z",
"trace_id": "f28dae52-896b-4968-ba68-526900f152e8"
} | {
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"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.433,
"seasonality": 0.49,
"service_level_targ... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": true,
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"facility_id": "FAC-041197E7AB",
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"gross_sqft": 996955,
"infill_site": true,
"lease_expiry_months": 34,
"... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.475,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 82.6,
"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": 0.833,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.27,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.1,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 1.19,
"rent_growth_90d_pct": 1.32,
"tenant_expansion_probability": 0.456
} | {
"annualized_noi_impact_usd": -115400,
"annualized_revenue_impact_usd": -167530,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 778308,
"expansion_capture_probability_post_event": 0.327,
"lease_rate_change_pct": -0.57,
"occupancy_shift": -0.015,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.26
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.32
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.242,
"capital_availability": 0.52,
"demand_pressure": 0.49,
"entitlement_friction": 0.49,
"labor_shortage": 0.795,
"portfolio_tightness": 0.458,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-102665",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T02:30:00Z",
"trace_id": "a04dd5ba-75e2-49f4-b1fe-1bbad9e91782"
} | {
"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": 7.6,
"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": 0.044,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.363,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.2,
"battery_mwh": 1.78,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-D1C12668AD",
"grid_service_limit_mw": 23.08,
"gross_sqft": 834005,
"infill_site": false,
"lease_expiry_months": 60,
"occu... | {
"capital_availability": 0.033,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.79,
"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.48,
"nearby_nodes": 3,
"network_redundancy_score": 0.43,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
"appointment_fill_pct": 78.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 81.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.735,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.03,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.2,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 0.05,
"rent_growth_90d_pct": -1.13,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -156969,
"annualized_revenue_impact_usd": -204865,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 90,
"estimated_capex_usd": 468229,
"expansion_capture_probability_post_event": 0.13,
"lease_rate_change_pct": -3.32,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.5
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 24.07
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.033,
"demand_pressure": 0.418,
"entitlement_friction": 0.48,
"labor_shortage": 0.705,
"portfolio_tightness": 0.431,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-102666",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:02:00Z",
"trace_id": "f6bcd33e-3c12-4e19-865e-5d76ae7470e5"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.423,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.69,
"battery_mwh": 2.79,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-C4C75D59A7",
"grid_service_limit_mw": 11.02,
"gross_sqft": 1057268,
"infill_site": false,
"lease_expiry_months": 28,
"o... | {
"capital_availability": 0.617,
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"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.631,
"nearby_nodes": 6,
"network_redundancy_score": 0.776,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 96.7,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 93.5,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 42.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"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": 2.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.955,
"rent_growth_30d_pct": 6.96,
"rent_growth_90d_pct": 7.53,
"tenant_expansion_probabilit... | {
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"annualized_revenue_impact_usd": 1057145,
"cap_rate_pressure_pct": 0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 581819,
"expansion_capture_probability_post_event": 0.797,
"lease_rate_change_pct": 5.83,
"occupancy_shift": 0.036,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.95
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 32.31
},
{
"action": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.263,
"capital_availability": 0.617,
"demand_pressure": 1,
"entitlement_friction": 0.631,
"labor_shortage": 0.847,
"portfolio_tightness": 0.699,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-102667",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T02:30:00Z",
"trace_id": "35e13aa1-379d-4d5f-8be1-ab6a1746207d"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.185,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.287,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.78,
"battery_mwh": 8.96,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-37FCF0304B",
"grid_service_limit_mw": 16.47,
"gross_sqft": 870501,
"infill_site": true,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.348,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.494,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.471,
"nearby_nodes": 2,
"network_redundancy_score": 0.535,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 80.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 67.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"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": 1.98,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.3,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 0.04,
"rent_growth_90d_pct": 0.73,
"tenant_expansion_probability": 0.324
} | {
"annualized_noi_impact_usd": -106736,
"annualized_revenue_impact_usd": -169820,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 45,
"estimated_capex_usd": 558761,
"expansion_capture_probability_post_event": 0.22,
"lease_rate_change_pct": -1.29,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.53
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.07
},
{
"action": "secure_p... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.814,
"capital_availability": 0.348,
"demand_pressure": 0.39,
"entitlement_friction": 0.471,
"labor_shortage": 0.717,
"portfolio_tightness": 0.474,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-102668",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:01:00Z",
"trace_id": "761bbb53-c570-4725-9011-e8c91b6d29ed"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.315,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.139,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.74,
"battery_mwh": 1.32,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-95F61C2AB5",
"grid_service_limit_mw": 14.15,
"gross_sqft": 387728,
"infill_site": true,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.865,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.328,
"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.665,
"nearby_nodes": 2,
"network_redundancy_score": 0.506,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34.6,
"dock_utilization_pct": 87.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 31,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.659,
"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": 2.45,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.7,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 3.99,
"rent_growth_90d_pct": 6.29,
"tenant_expansion_probability": 0.68
} | {
"annualized_noi_impact_usd": 81727,
"annualized_revenue_impact_usd": 130139,
"cap_rate_pressure_pct": 0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 406471,
"expansion_capture_probability_post_event": 0.659,
"lease_rate_change_pct": 4.78,
"occupancy_shift": 0.04,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 27.93
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.48
},
{
"action": "rebalance_carrier_mi... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.329,
"capital_availability": 0.865,
"demand_pressure": 0.736,
"entitlement_friction": 0.665,
"labor_shortage": 0.521,
"portfolio_tightness": 0.508,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-102669",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:53:00Z",
"trace_id": "0a82d601-e291-4ff0-abc6-885314f73d39"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.059,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.132,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.46,
"battery_mwh": 7.38,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-CFF5513E0C",
"grid_service_limit_mw": 21.34,
"gross_sqft": 1086097,
"infill_site": true,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.227,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.402,
"cross_node_rebalancing_capacity_pct": 0.04,
"entitlement_friction": 0.145,
"nearby_nodes": 5,
"network_redundancy_score": 0.49,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 76.1,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 79.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fil... | {
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"anomaly_score": 0.738,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.3,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 0.43,
"rent_growth_90d_pct": 0.96,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": -210279,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 510033,
"expansion_capture_probability_post_event": 0.145,
"lease_rate_change_pct": -1.49,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.06
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 23.2
},
{
"action": "defer_noncritical_projects",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.227,
"demand_pressure": 0.317,
"entitlement_friction": 0.145,
"labor_shortage": 0.701,
"portfolio_tightness": 0.499,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-102670",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:45:00Z",
"trace_id": "b17aa045-4eca-4307-96ff-645e0e90c1c9"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.352,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 4.62,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-7DDAB98D86",
"grid_service_limit_mw": 20.59,
"gross_sqft": 1214012,
"infill_site": false,
"lease_expiry_months": 44,
"o... | {
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"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.699,
"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.624,
"nearby_nodes": 2,
"network_redundancy_score": 0.869,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 89.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.963,
"rent_growth_30d_pct": 2.93,
"rent_growth_90d_pct": 4.61,
"tenant_expansion_probabilit... | {
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"decision_horizon_days": 90,
"estimated_capex_usd": 461641,
"expansion_capture_probability_post_event": 0.398,
"lease_rate_change_pct": 2.6,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
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{
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"score": 36.2
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.27
},
{
"action": "rebalance_carri... | {
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"capital_availability": 0.38,
"demand_pressure": 0.834,
"entitlement_friction": 0.624,
"labor_shortage": 0.575,
"portfolio_tightness": 0.495,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-102671",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:36:00Z",
"trace_id": "db59cd06-6f67-4795-89cc-c2c9ee3996a1"
} | {
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"environment": "production_portfolio",
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"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": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.18,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 3.56,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-E041744412",
"grid_service_limit_mw": 7.2,
"gross_sqft": 406237,
"infill_site": false,
"lease_expiry_months": 62,
"... | {
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"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.678,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.737,
"nearby_nodes": 8,
"network_redundancy_score": 0.402,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1091... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 80.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.5,
"shift_fill_r... | {
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"anomaly_score": 0.775,
"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... | {
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.938,
"rent_growth_30d_pct": 2.06,
"rent_growth_90d_pct": 4.23,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": -86283,
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"decision_horizon_days": 60,
"estimated_capex_usd": 721656,
"expansion_capture_probability_post_event": 0.221,
"lease_rate_change_pct": 0.41,
"occupancy_shift": -0.007,
"service_penalty_risk... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.14
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.5
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.156,
"demand_pressure": 0.31,
"entitlement_friction": 0.737,
"labor_shortage": 0.806,
"portfolio_tightness": 0.728,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-102672",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:05:00Z",
"trace_id": "83a9e201-62d0-4dd1-9265-19c77d38529e"
} | {
"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": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.475,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 1.59,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-D7EAAD6AF5",
"grid_service_limit_mw": 7.48,
"gross_sqft": 689647,
"infill_site": false,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.048,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.757,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.759,
"nearby_nodes": 6,
"network_redundancy_score": 0.642,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.7,
"dock_utilization_pct": 88.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"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": 2.38,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.84,
"rent_growth_90d_pct": 4.43,
"tenant_expansion_probability": 0.515
} | {
"annualized_noi_impact_usd": 60163,
"annualized_revenue_impact_usd": 87492,
"cap_rate_pressure_pct": -0.04,
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"expansion_capture_probability_post_event": 0.426,
"lease_rate_change_pct": 2.27,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.21
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.48
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.606,
"capital_availability": 0.048,
"demand_pressure": 0.766,
"entitlement_friction": 0.759,
"labor_shortage": 0.785,
"portfolio_tightness": 0.597,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-102673",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:58:00Z",
"trace_id": "a831c565-a3cb-4ff8-a48c-eaf8d26f9dd0"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"growth_rate": 0.355,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.098,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 2.2,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-9E70AFF5F3",
"grid_service_limit_mw": 9.14,
"gross_sqft": 571985,
"infill_site": true,
"lease_expiry_months": 24,
"oc... | {
"capital_availability": 0.042,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.79,
"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.739,
"nearby_nodes": 2,
"network_redundancy_score": 0.872,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 275... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 56.7,
"dock_utilization_pct": 89,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 46,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"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": 2.34,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.8,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 3.16,
"rent_growth_90d_pct": 3.46,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": 212733,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.499,
"lease_rate_change_pct": 1.73,
"occupancy_shift": 0.024,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.89
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.98
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.773,
"capital_availability": 0.042,
"demand_pressure": 0.773,
"entitlement_friction": 0.739,
"labor_shortage": 1,
"portfolio_tightness": 0.658,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-102674",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T03:54:00Z",
"trace_id": "3bdb3e40-c67c-4bcc-a7e0-0d8da49da560"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": false,
"growth_rate": 0.267,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.263,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.51,
"battery_mwh": 10.37,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-DEBE09DAFC",
"grid_service_limit_mw": 20.34,
"gross_sqft": 666400,
"infill_site": false,
"lease_expiry_months": 63,
"oc... | {
"capital_availability": 0.22,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.779,
"cross_node_rebalancing_capacity_pct": 0.196,
"entitlement_friction": 0.423,
"nearby_nodes": 8,
"network_redundancy_score": 0.418,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 92.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.4,
"dock_utilization_pct": 85.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 12.2,
"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": "moderate",
"forecast... | {
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"forecast_uncertainty_band": "contained",
"market_entry_score": 85.1,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 3.29,
"rent_growth_90d_pct": 3.89,
"tenant_expansion_probability": 0.55... | {
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.524,
"lease_rate_change_pct": 2.39,
"occupancy_shift": 0.026,
"service_penalty_risk_us... | {
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{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 27.87
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.81
},
{
"action": "shift_overflow_to_satellite... | {
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"demand_pressure": 0.662,
"entitlement_friction": 0.423,
"labor_shortage": 0.507,
"portfolio_tightness": 0.467,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.741,
"id": "FORGE-102675",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:35:00Z",
"trace_id": "1ac227d9-39fa-4f84-8703-e0e1de7c5f64"
} | {
"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"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.166,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 5.24,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-B4CBE14022",
"grid_service_limit_mw": 8.63,
"gross_sqft": 1276002,
"infill_site": true,
"lease_expiry_months": 60,
"occ... | {
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"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.694,
"cross_node_rebalancing_capacity_pct": 0.072,
"entitlement_friction": 0.262,
"nearby_nodes": 8,
"network_redundancy_score": 0.368,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 174... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 82.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"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": 2.43,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.68,
"rent_growth_90d_pct": 0.63,
"tenant_expansion_probability": 0.217
} | {
"annualized_noi_impact_usd": -299067,
"annualized_revenue_impact_usd": -485074,
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"decision_horizon_days": 60,
"estimated_capex_usd": 374306,
"expansion_capture_probability_post_event": 0.136,
"lease_rate_change_pct": -2.03,
"occupancy_shift": 0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 37.24
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.11
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.56,
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"entitlement_friction": 0.262,
"labor_shortage": 0.747,
"portfolio_tightness": 0.618,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-102676",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:44:00Z",
"trace_id": "5490df22-6b7c-41a5-bdf8-9372a1477ef1"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.127,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.75,
"battery_mwh": 10.67,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-574415445D",
"grid_service_limit_mw": 25.29,
"gross_sqft": 775098,
"infill_site": true,
"lease_expiry_months": 38,
"occ... | {
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"cross_node_rebalancing_capacity_pct": 0.094,
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"nearby_nodes": 3,
"network_redundancy_score": 0.556,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 507592... | [
{
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"dock_utilization_pct": 84.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"market_entry_score": 81.6,
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"rent_growth_30d_pct": 1.5,
"rent_growth_90d_pct": 1.66,
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} | {
"annualized_noi_impact_usd": 10006,
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"lease_rate_change_pct": 0.13,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.98
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.59
},
{
"action": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.746,
"demand_pressure": 0.573,
"entitlement_friction": 0.436,
"labor_shortage": 0.771,
"portfolio_tightness": 0.434,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.712,
"id": "FORGE-102677",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:33:00Z",
"trace_id": "d9d33a80-9f5b-49fc-b4cc-f25fe5f96abe"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
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"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"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.273,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 2.88,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-C340FCC152",
"grid_service_limit_mw": 18.5,
"gross_sqft": 744340,
"infill_site": false,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.519,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.46,
"cross_node_rebalancing_capacity_pct": 0.075,
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"nearby_nodes": 4,
"network_redundancy_score": 0.845,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.1,
"dock_utilization_pct": 80.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.6,
"shift_fill_r... | {
"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_... | {
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"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.58,
"rent_growth_90d_pct": 2.78,
"tenant_expansion_probability": 0.324
} | {
"annualized_noi_impact_usd": -26635,
"annualized_revenue_impact_usd": -37129,
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"decision_horizon_days": 90,
"estimated_capex_usd": 526279,
"expansion_capture_probability_post_event": 0.297,
"lease_rate_change_pct": -0.22,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 24.69
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 23.13
},
{
"action": "monitor_and_stage",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.519,
"demand_pressure": 0.404,
"entitlement_friction": 0.57,
"labor_shortage": 0.643,
"portfolio_tightness": 0.44,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-102678",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:57:00Z",
"trace_id": "c2bd5700-b549-4bad-87e8-4c834a835801"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
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"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": "100m_250m",
"expansion_request_open": true,
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.443,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 10.87,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-25CBC38896",
"grid_service_limit_mw": 11.18,
"gross_sqft": 902468,
"infill_site": false,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.351,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.499,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.682,
"nearby_nodes": 4,
"network_redundancy_score": 0.321,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 33... | [
{
"appointment_fill_pct": 94.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 55,
"dock_utilization_pct": 87.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"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": 2.48,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.3,
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"rent_growth_30d_pct": 2.98,
"rent_growth_90d_pct": 3.57,
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} | {
"annualized_noi_impact_usd": -107341,
"annualized_revenue_impact_usd": -143729,
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"expansion_capture_probability_post_event": 0.199,
"lease_rate_change_pct": -0.31,
"occupancy_shift": 0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.11
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.71
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.351,
"demand_pressure": 0.696,
"entitlement_friction": 0.682,
"labor_shortage": 1,
"portfolio_tightness": 0.632,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-102679",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:35:00Z",
"trace_id": "9a598db7-7096-4b0e-8602-4f45aad16a82"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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": 0.131,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.125,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.68,
"battery_mwh": 8.83,
"building_class": "class_a_plus",
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"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-25AFBBA10B",
"grid_service_limit_mw": 16.66,
"gross_sqft": 1197209,
"infill_site": false,
"lease_expiry_months": 43,... | {
"capital_availability": 0.382,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.372,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.372,
"nearby_nodes": 7,
"network_redundancy_score": 0.63,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 80.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 83.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.87,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.5,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 1.32,
"rent_growth_90d_pct": 0.75,
"tenant_expansion_probability": 0.329
} | {
"annualized_noi_impact_usd": -32461,
"annualized_revenue_impact_usd": -48832,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 442237,
"expansion_capture_probability_post_event": 0.246,
"lease_rate_change_pct": -1.29,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
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"reason": "service_continuity",
"score": 28.72
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 26.36
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.382,
"demand_pressure": 0.517,
"entitlement_friction": 0.372,
"labor_shortage": 0.727,
"portfolio_tightness": 0.464,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-102680",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T02:14:00Z",
"trace_id": "547c5c25-356d-4521-8c7c-4fddbf16b31e"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.074,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.406,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.78,
"battery_mwh": 12.2,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 40,
"facility_id": "FAC-4C653EDDE2",
"grid_service_limit_mw": 16.23,
"gross_sqft": 401429,
"infill_site": true,
"lease_expiry_months": 67,
"... | {
"capital_availability": 0.293,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.573,
"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.669,
"nearby_nodes": 6,
"network_redundancy_score": 0.742,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 78,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 80.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.3,
"shift_fill_rate_pct... | {
"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": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.8,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 1.48,
"rent_growth_90d_pct": 3.38,
"tenant_expansion_probability": 0.244
} | {
"annualized_noi_impact_usd": -184828,
"annualized_revenue_impact_usd": -277046,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 561103,
"expansion_capture_probability_post_event": 0.12,
"lease_rate_change_pct": -0.61,
"occupancy_shift": -0.017,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.08
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.01
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.293,
"demand_pressure": 0.359,
"entitlement_friction": 0.669,
"labor_shortage": 0.714,
"portfolio_tightness": 0.604,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-102681",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:28:00Z",
"trace_id": "5da13db2-095c-4d37-9475-4033bb0e4486"
} | {
"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": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
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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": 0.285,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.23,
"battery_mwh": 1.08,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-EC27B0484F",
"grid_service_limit_mw": 11.17,
"gross_sqft": 1111746,
"infill_site": false,
"lease_expiry_months": 19,
"o... | {
"capital_availability": 0.081,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.402,
"cross_node_rebalancing_capacity_pct": 0.088,
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"nearby_nodes": 8,
"network_redundancy_score": 0.377,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 79.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.56,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.8,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": -0.67,
"rent_growth_90d_pct": -0.26,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": -250242,
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"decision_horizon_days": 90,
"estimated_capex_usd": 346605,
"expansion_capture_probability_post_event": 0.127,
"lease_rate_change_pct": -2.3,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.55
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.47
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.081,
"demand_pressure": 0.335,
"entitlement_friction": 0.185,
"labor_shortage": 0.699,
"portfolio_tightness": 0.381,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-102682",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:52:00Z",
"trace_id": "97ff21ec-8c14-4532-94a4-40599246bc8b"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"growth_rate": -0.035,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.478,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 5.33,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-672ABFC3CD",
"grid_service_limit_mw": 14.99,
"gross_sqft": 1057366,
"infill_site": true,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.565,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.362,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.313,
"nearby_nodes": 5,
"network_redundancy_score": 0.75,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 85.6,
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"dock_utilization_pct": 78.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.606,
"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": 2.11,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.8,
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"rent_growth_30d_pct": 1.63,
"rent_growth_90d_pct": 1.92,
"tenant_expansion_probability": 0.286
} | {
"annualized_noi_impact_usd": -90560,
"annualized_revenue_impact_usd": -147525,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.267,
"lease_rate_change_pct": -0.9,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.19
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 22.26
},
{
"action": "hold_service_levels_flat",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.274,
"capital_availability": 0.565,
"demand_pressure": 0.288,
"entitlement_friction": 0.313,
"labor_shortage": 0.554,
"portfolio_tightness": 0.43,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-102683",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:47:00Z",
"trace_id": "21d43044-19ed-45da-8845-51b3c93bc24b"
} | {
"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": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.433,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.325,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.8,
"battery_mwh": 4.68,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-F39A092E99",
"grid_service_limit_mw": 11.39,
"gross_sqft": 526723,
"infill_site": true,
"lease_expiry_months": 67,
"... | {
"capital_availability": 0.74,
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"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.939,
"nearby_nodes": 4,
"network_redundancy_score": 0.366,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 2071... | [
{
"appointment_fill_pct": 89.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 87.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 65.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.74,
"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",
"for... | {
"build_vs_buy_score": 2.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.2,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 4.66,
"rent_growth_90d_pct": 4.24,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 264732,
"annualized_revenue_impact_usd": 394171,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 651241,
"expansion_capture_probability_post_event": 0.67,
"lease_rate_change_pct": 2.57,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.05
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 35.41
},
{
"action": "defer_noncritical_projects",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.649,
"capital_availability": 0.74,
"demand_pressure": 0.7,
"entitlement_friction": 0.939,
"labor_shortage": 0.819,
"portfolio_tightness": 0.712,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-102684",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:58:00Z",
"trace_id": "baea0c7c-dd77-4c7c-a5bc-e4cc1e290441"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.118,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.264,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.3,
"battery_mwh": 4.41,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-D03EDC8D21",
"grid_service_limit_mw": 23.17,
"gross_sqft": 848500,
"infill_site": false,
"lease_expiry_months": 9,
"... | {
"capital_availability": 0.283,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.46,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.125,
"nearby_nodes": 5,
"network_redundancy_score": 0.324,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1436953... | [
{
"appointment_fill_pct": 77,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 30,
"dock_utilization_pct": 78.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 63.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.8,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 88.1,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 1.83,
"rent_growth_90d_pct": 3.75,
"tenant_expansion_probability": 0.371
} | {
"annualized_noi_impact_usd": -4653,
"annualized_revenue_impact_usd": -7414,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 538900,
"expansion_capture_probability_post_event": 0.334,
"lease_rate_change_pct": 0.99,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.71
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.07
},
{
"action": "deploy_peak_shaving",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.283,
"demand_pressure": 0.294,
"entitlement_friction": 0.125,
"labor_shortage": 0.605,
"portfolio_tightness": 0.441,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-102685",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:34:00Z",
"trace_id": "3e63824a-1086-4590-a5f8-08ee2373f9b9"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"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": "Labor_Constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.202,
"seasonality": 0.49,
"service_level_target... | {
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"battery_mwh": 4.47,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 105,
"facility_id": "FAC-F555CDBAD3",
"grid_service_limit_mw": 14.1,
"gross_sqft": 1051210,
"infill_site": false,
"lease_expiry_months": 25,
"occ... | {
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"competitive_pressure_score": 0.288,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.537,
"nearby_nodes": 7,
"network_redundancy_score": 0.867,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 137487... | [
{
"appointment_fill_pct": 85.2,
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"dock_utilization_pct": 82.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 79.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.8,
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"rent_growth_30d_pct": 1.77,
"rent_growth_90d_pct": 3.07,
"tenant_expansion_probability": 0.362
} | {
"annualized_noi_impact_usd": 10313,
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"lease_rate_change_pct": -0.28,
"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
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{
"action": "lock_power_capacity_reservation",
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"score": 32.11
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.65
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.502,
"entitlement_friction": 0.537,
"labor_shortage": 0.809,
"portfolio_tightness": 0.368,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-102686",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T04:22:00Z",
"trace_id": "44f12186-7352-447f-b80e-93dd8a5b4035"
} | {
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"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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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.164,
"seasonality": 0.74,
"service... | {
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"battery_mwh": 8.5,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-5CD9F6B97C",
"grid_service_limit_mw": 21.88,
"gross_sqft": 228266,
"infill_site": true,
"lease_expiry_months": 69,
"occup... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.772,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"dock_utilization_pct": 85.2,
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"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
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"rent_growth_30d_pct": 2.47,
"rent_growth_90d_pct": 3.81,
"tenant_expansion_probability": 0.379
} | {
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"lease_rate_change_pct": 0.95,
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"service_penalty_risk_usd"... | {
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{
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"score": 37.61
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.31
},
{
"action": "activate_temp... | {
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"capital_availability": 0.331,
"demand_pressure": 0.591,
"entitlement_friction": 0.52,
"labor_shortage": 0.809,
"portfolio_tightness": 0.587,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.879,
"id": "FORGE-102687",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:44:00Z",
"trace_id": "56f7176c-5f18-4236-b0b0-01933474b077"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
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"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"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.315,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 0.36,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-794F276380",
"grid_service_limit_mw": 11.48,
"gross_sqft": 458367,
"infill_site": true,
"lease_expiry_months": 55,
"occup... | {
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"entitlement_friction": 0.413,
"nearby_nodes": 2,
"network_redundancy_score": 0.715,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 167... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 54.2,
"dock_utilization_pct": 91.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 2.71,
"rent_growth_90d_pct": 1.89,
"tenant_expansion_probability": 0.4... | {
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"expansion_capture_probability_post_event": 0.388,
"lease_rate_change_pct": 0.55,
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"service_penalty_risk_us... | {
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{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.14
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.28
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"demand_pressure": 0.966,
"entitlement_friction": 0.413,
"labor_shortage": 0.738,
"portfolio_tightness": 0.369,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-102688",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:44:00Z",
"trace_id": "cd5585ef-b660-48cd-a070-279ff71a9fc4"
} | {
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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": "Labor_Constraint",
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"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.133,
"seasonality": 0.33,
"servi... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-D0C75E1A5B",
"grid_service_limit_mw": 8.74,
"gross_sqft": 1048107,
"infill_site": false,
"lease_expiry_months": 45,... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.458,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 69... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 85.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 68.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.8,
"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... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.907,
"rent_growth_30d_pct": 2.49,
"rent_growth_90d_pct": 2.1,
"tenant_expansion_probability": 0.496
} | {
"annualized_noi_impact_usd": 82188,
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"expansion_capture_probability_post_event": 0.384,
"lease_rate_change_pct": 0.25,
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"service_penalty_risk_u... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.07
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.73
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.077,
"demand_pressure": 0.595,
"entitlement_friction": 0.241,
"labor_shortage": 1,
"portfolio_tightness": 0.579,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-102689",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:48:00Z",
"trace_id": "9e4643b9-e9fb-485f-8efb-f7c6788d41dc"
} | {
"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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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.385,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.39,
"battery_mwh": 5.56,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-96B6E883E0",
"grid_service_limit_mw": 6.8,
"gross_sqft": 1195681,
"infill_site": true,
"lease_expiry_months": 18,
"occu... | {
"capital_availability": 0.541,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.444,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.838,
"nearby_nodes": 7,
"network_redundancy_score": 0.71,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 8184... | [
{
"appointment_fill_pct": 76.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 81.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.59,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 4,
"tenant_expansion_probability": 0.268
} | {
"annualized_noi_impact_usd": -331584,
"annualized_revenue_impact_usd": -511001,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 458702,
"expansion_capture_probability_post_event": 0.161,
"lease_rate_change_pct": -0.5,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.65
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.08
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.315,
"capital_availability": 0.541,
"demand_pressure": 0.365,
"entitlement_friction": 0.838,
"labor_shortage": 1,
"portfolio_tightness": 0.702,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-102690",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T06:16:00Z",
"trace_id": "108bdb8f-7fcb-4c66-8fd2-c69d40d20188"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"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": 0.238,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.64,
"battery_mwh": 5.77,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-EA26FD1CFB",
"grid_service_limit_mw": 19.7,
"gross_sqft": 553967,
"infill_site": false,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.702,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.504,
"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.55,
"nearby_nodes": 4,
"network_redundancy_score": 0.637,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 76.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.5,
"dock_utilization_pct": 81.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 63.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"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": 1.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.1,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 1.11,
"rent_growth_90d_pct": 0.93,
"tenant_expansion_probability": 0.374
} | {
"annualized_noi_impact_usd": -26409,
"annualized_revenue_impact_usd": -41018,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 446575,
"expansion_capture_probability_post_event": 0.283,
"lease_rate_change_pct": -0.94,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.74
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.97
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.497,
"capital_availability": 0.702,
"demand_pressure": 0.432,
"entitlement_friction": 0.55,
"labor_shortage": 0.667,
"portfolio_tightness": 0.539,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.714,
"id": "FORGE-102691",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:42:00Z",
"trace_id": "1973f828-fbeb-46b4-97be-53c5f2bb4406"
} | {
"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": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.245,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.431,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.18,
"battery_mwh": 12.34,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-92FB12D907",
"grid_service_limit_mw": 20.72,
"gross_sqft": 1324004,
"infill_site": false,
"lease_expiry_months": 13,
"... | {
"capital_availability": 0.602,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.72,
"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.124,
"nearby_nodes": 6,
"network_redundancy_score": 0.707,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1584852... | [
{
"appointment_fill_pct": 81,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 32.6,
"dock_utilization_pct": 86.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 33.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.1,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.644,
"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": 2.25,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 88.1,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 3.86,
"rent_growth_90d_pct": 4.06,
"tenant_expansion_probability": 0.567
} | {
"annualized_noi_impact_usd": 195367,
"annualized_revenue_impact_usd": 288560,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 249685,
"expansion_capture_probability_post_event": 0.567,
"lease_rate_change_pct": 3.11,
"occupancy_shift": 0.022,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.96
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.36
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.653,
"capital_availability": 0.602,
"demand_pressure": 0.672,
"entitlement_friction": 0.124,
"labor_shortage": 0.45,
"portfolio_tightness": 0.508,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-102692",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:07:00Z",
"trace_id": "16487811-a084-407c-8e7c-e46de8f56de7"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.244,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.191,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.38,
"battery_mwh": 5.67,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-257E4DF990",
"grid_service_limit_mw": 14.32,
"gross_sqft": 1121888,
"infill_site": true,
"lease_expiry_months": 42,
"oc... | {
"capital_availability": 0.111,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.447,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.718,
"nearby_nodes": 3,
"network_redundancy_score": 0.689,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 83.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.834,
"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": 2.56,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.5,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 2.22,
"rent_growth_90d_pct": 3.86,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -161929,
"annualized_revenue_impact_usd": -228015,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 808030,
"expansion_capture_probability_post_event": 0.299,
"lease_rate_change_pct": 0.59,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.75
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.67
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.401,
"capital_availability": 0.111,
"demand_pressure": 0.485,
"entitlement_friction": 0.718,
"labor_shortage": 0.945,
"portfolio_tightness": 0.652,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-102693",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:56:00Z",
"trace_id": "712cfd0f-e580-4266-bca1-338809497ac5"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.076,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.346,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.47,
"battery_mwh": 5.37,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-7A9CED85ED",
"grid_service_limit_mw": 19.86,
"gross_sqft": 160000,
"infill_site": false,
"lease_expiry_months": 68,
"occ... | {
"capital_availability": 0.015,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.498,
"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.161,
"nearby_nodes": 5,
"network_redundancy_score": 0.573,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.8,
"dock_utilization_pct": 81.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"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": 1.83,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.2,
"occupancy_90d": 0.892,
"rent_growth_30d_pct": 0.99,
"rent_growth_90d_pct": 2.44,
"tenant_expansion_probability": 0.22
} | {
"annualized_noi_impact_usd": -30806,
"annualized_revenue_impact_usd": -42832,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 554135,
"expansion_capture_probability_post_event": 0.135,
"lease_rate_change_pct": -0.37,
"occupancy_shift": -0.01,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.75
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 26.26
},
{
"action": "rebalance_carrier_mix",
"reason... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.657,
"capital_availability": 0.015,
"demand_pressure": 0.402,
"entitlement_friction": 0.161,
"labor_shortage": 0.603,
"portfolio_tightness": 0.511,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-102694",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:23:00Z",
"trace_id": "c300c5ce-345d-4253-adeb-80b650fd108f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"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": 0.204,
"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,
"serv... | {
"automation_penetration": 0.73,
"battery_mwh": 10.39,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-1FA373E7CA",
"grid_service_limit_mw": 16.15,
"gross_sqft": 1143044,
"infill_site": true,
"lease_expiry_months": 18,... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.282,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.472,
"nearby_nodes": 5,
"network_redundancy_score": 0.426,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 200... | [
{
"appointment_fill_pct": 78.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.3,
"dock_utilization_pct": 81.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 69.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_r... | {
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"anomaly_score": 0.8,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.69,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.7,
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"rent_growth_30d_pct": 0.88,
"rent_growth_90d_pct": 2.03,
"tenant_expansion_probability": 0.352
} | {
"annualized_noi_impact_usd": -68367,
"annualized_revenue_impact_usd": -90095,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 740058,
"expansion_capture_probability_post_event": 0.23,
"lease_rate_change_pct": -0.74,
"occupancy_shift": 0,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.53
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.11
},
{
"action": "activate_temp_labor",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0,
"demand_pressure": 0.398,
"entitlement_friction": 0.472,
"labor_shortage": 0.932,
"portfolio_tightness": 0.572,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-102695",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:20:00Z",
"trace_id": "a7f5df49-7033-436f-bd5a-82ae572db1ba"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.453,
"seasonality": 0.82,
"service_level_target": 0.... | {
"automation_penetration": 0.35,
"battery_mwh": 6.03,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-CE36429CF8",
"grid_service_limit_mw": 20.24,
"gross_sqft": 1217474,
"infill_site": true,
"lease_expiry_months": 56,
"oc... | {
"capital_availability": 0.747,
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"competitive_pressure_score": 0.606,
"cross_node_rebalancing_capacity_pct": 0.16,
"entitlement_friction": 0.499,
"nearby_nodes": 3,
"network_redundancy_score": 0.823,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 93.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.7,
"dock_utilization_pct": 89.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.9,
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"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.5,
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"rent_growth_30d_pct": 3.38,
"rent_growth_90d_pct": 5.85,
"tenant_expansion_probability": 0.676
} | {
"annualized_noi_impact_usd": 93729,
"annualized_revenue_impact_usd": 135199,
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"expansion_capture_probability_post_event": 0.581,
"lease_rate_change_pct": 4.58,
"occupancy_shift": 0.001,
"service_penalty_risk_usd... | {
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{
"action": "secure_pop_up_capacity",
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"score": 44.76
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.31
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.84,
"entitlement_friction": 0.499,
"labor_shortage": 0.73,
"portfolio_tightness": 0.531,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-102696",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:51:00Z",
"trace_id": "1c61a7df-4154-4220-abe8-7efb04689608"
} | {
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"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.273,
"seasonality": 0.49,
"service_level_target... | {
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"battery_mwh": 5.78,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 122,
"facility_id": "FAC-A82663F004",
"grid_service_limit_mw": 13.97,
"gross_sqft": 1221133,
"infill_site": false,
"lease_expiry_months": 21,
"oc... | {
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"entitlement_friction": 0.582,
"nearby_nodes": 6,
"network_redundancy_score": 0.53,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"dock_utilization_pct": 89.1,
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"power_load_pct_of_service_limit": 76.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.1,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.25,
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"market_entry_score": 83.8,
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"rent_growth_30d_pct": 5.01,
"rent_growth_90d_pct": 7.45,
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} | {
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"expansion_capture_probability_post_event": 0.572,
"lease_rate_change_pct": 4.51,
"occupancy_shift": 0.029,
"service_penalty_risk_u... | {
"alternative_actions": [
{
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"reason": "reserve_growth_path",
"score": 40.49
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.74
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.542,
"demand_pressure": 0.808,
"entitlement_friction": 0.582,
"labor_shortage": 0.768,
"portfolio_tightness": 0.542,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-102697",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T03:59:00Z",
"trace_id": "00fb4081-59c6-418e-b27c-786b8fd90fbd"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
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{
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"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": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.44,
"seasonality": 0.49,
"service_level_target": 0... | {
"automation_penetration": 0.22,
"battery_mwh": 6.69,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 56,
"facility_id": "FAC-58775CF5FE",
"grid_service_limit_mw": 15.86,
"gross_sqft": 568025,
"infill_site": true,
"lease_expiry_months": 32,
"... | {
"capital_availability": 0.032,
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"entitlement_friction": 0.664,
"nearby_nodes": 6,
"network_redundancy_score": 0.752,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 86.4,
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"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 84.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 30,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.32,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.977,
"rent_growth_30d_pct": 1.79,
"rent_growth_90d_pct": 3.2,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -82794,
"annualized_revenue_impact_usd": -129857,
"cap_rate_pressure_pct": -0.15,
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"expansion_capture_probability_post_event": 0.411,
"lease_rate_change_pct": 1.27,
"occupancy_shift": -0.011,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.78
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.3
},
{
"action": "activate_temp_la... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.539,
"entitlement_friction": 0.664,
"labor_shortage": 0.88,
"portfolio_tightness": 0.635,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-102698",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T01:57:00Z",
"trace_id": "021e09d1-b467-4b41-959a-fddd1b159882"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.173,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.75,
"battery_mwh": 6.79,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 64,
"facility_id": "FAC-B782F8D73D",
"grid_service_limit_mw": 19.61,
"gross_sqft": 648524,
"infill_site": false,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.229,
"cluster_utilization_pct": 0.958,
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"cross_node_rebalancing_capacity_pct": 0.165,
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"nearby_nodes": 6,
"network_redundancy_score": 0.719,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 89081,... | [
{
"appointment_fill_pct": 82.8,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 79.1,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 85.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.1,
"shift_fill_ra... | {
"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": "high",
"forecast_... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.9,
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"rent_growth_30d_pct": -0.31,
"rent_growth_90d_pct": -0.45,
"tenant_expansion_probability": 0.106
} | {
"annualized_noi_impact_usd": -126418,
"annualized_revenue_impact_usd": -190602,
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.7,
"occupancy_shift": -0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.19
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.01
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.521,
"capital_availability": 0.229,
"demand_pressure": 0.318,
"entitlement_friction": 0.391,
"labor_shortage": 0.657,
"portfolio_tightness": 0.412,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-102699",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T05:36:00Z",
"trace_id": "a226c54d-4808-4292-8fc5-ad0ad2a0652a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.134,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.308,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.48,
"battery_mwh": 6.61,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-9EB3C2CD3F",
"grid_service_limit_mw": 12.88,
"gross_sqft": 1113141,
"infill_site": false,
"lease_expiry_months": 69,
"o... | {
"capital_availability": 0.715,
"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.662,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.587,
"nearby_nodes": 8,
"network_redundancy_score": 0.78,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 77.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.7,
"dock_utilization_pct": 81.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 66.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.6,
"occupancy_90d": 0.898,
"rent_growth_30d_pct": 0.73,
"rent_growth_90d_pct": -0.06,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -159612,
"annualized_revenue_impact_usd": -260228,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 619006,
"expansion_capture_probability_post_event": 0.207,
"lease_rate_change_pct": -2.02,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.54
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 24.04
},
{
"action": "hold... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.328,
"capital_availability": 0.715,
"demand_pressure": 0.446,
"entitlement_friction": 0.587,
"labor_shortage": 0.536,
"portfolio_tightness": 0.458,
... |
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