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": 0.846,
"id": "FORGE-102000",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:24:00Z",
"trace_id": "67670302-30ea-41af-8531-98a05d590024"
} | {
"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": "network_latency",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.014,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.465,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.18,
"battery_mwh": 9.68,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-6D21CE0AAC",
"grid_service_limit_mw": 12.42,
"gross_sqft": 453667,
"infill_site": false,
"lease_expiry_months": 12,
"occ... | {
"capital_availability": 0.514,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.758,
"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.281,
"nearby_nodes": 3,
"network_redundancy_score": 0.48,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 225... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.7,
"dock_utilization_pct": 81.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"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": 2.72,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.5,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 2.4,
"rent_growth_90d_pct": 2.65,
"tenant_expansion_probability": 0.216
} | {
"annualized_noi_impact_usd": -197375,
"annualized_revenue_impact_usd": -260370,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 531839,
"expansion_capture_probability_post_event": 0.131,
"lease_rate_change_pct": -0.99,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.1
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.43
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.389,
"capital_availability": 0.514,
"demand_pressure": 0.399,
"entitlement_friction": 0.281,
"labor_shortage": 0.815,
"portfolio_tightness": 0.661,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-102001",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:51:00Z",
"trace_id": "8e81fb6a-7adf-4108-9e61-962d47e3e201"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.305,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.234,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.82,
"battery_mwh": 7.64,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-105F6EEC33",
"grid_service_limit_mw": 14.57,
"gross_sqft": 1252169,
"infill_site": false,
"lease_expiry_months": 53,... | {
"capital_availability": 0.105,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.255,
"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.555,
"nearby_nodes": 7,
"network_redundancy_score": 0.715,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 349495... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 85.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"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": 1.73,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.6,
"occupancy_90d": 0.948,
"rent_growth_30d_pct": 1.08,
"rent_growth_90d_pct": 3.33,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -4601,
"annualized_revenue_impact_usd": -7618,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 701898,
"expansion_capture_probability_post_event": 0.343,
"lease_rate_change_pct": 1.41,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.28
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.34
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.817,
"capital_availability": 0.105,
"demand_pressure": 0.631,
"entitlement_friction": 0.555,
"labor_shortage": 0.722,
"portfolio_tightness": 0.467,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-102002",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:04:00Z",
"trace_id": "975c8045-bb05-47cd-8d2e-536b55237482"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.422,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.258,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.76,
"battery_mwh": 2.83,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-778CF2B982",
"grid_service_limit_mw": 18.65,
"gross_sqft": 1186074,
"infill_site": true,
"lease_expiry_months": 11,
"oc... | {
"capital_availability": 0.094,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.401,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.396,
"nearby_nodes": 6,
"network_redundancy_score": 0.392,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 90.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 88.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_... | {
"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": 1.8,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.1,
"occupancy_90d": 0.986,
"rent_growth_30d_pct": 2.66,
"rent_growth_90d_pct": 2.99,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 169426,
"annualized_revenue_impact_usd": 256988,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 542819,
"expansion_capture_probability_post_event": 0.547,
"lease_rate_change_pct": 2.66,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.51
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.14
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.344,
"capital_availability": 0.094,
"demand_pressure": 0.82,
"entitlement_friction": 0.396,
"labor_shortage": 0.559,
"portfolio_tightness": 0.44,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-102003",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T14:07:00Z",
"trace_id": "30662459-5b6c-4705-a4ed-f52dbc30161f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.308,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.451,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.8,
"battery_mwh": 9.53,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-1FBA18D0A0",
"grid_service_limit_mw": 23.09,
"gross_sqft": 763717,
"infill_site": false,
"lease_expiry_months": 33,
"occu... | {
"capital_availability": 0.694,
"cluster_utilization_pct": 0.966,
"competitive_pressure_score": 0.535,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.366,
"nearby_nodes": 7,
"network_redundancy_score": 0.701,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 77.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50,
"dock_utilization_pct": 84.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 46.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.78,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.5,
"occupancy_90d": 0.883,
"rent_growth_30d_pct": 1.44,
"rent_growth_90d_pct": 2.89,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 13812,
"annualized_revenue_impact_usd": 19478,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 413595,
"expansion_capture_probability_post_event": 0.436,
"lease_rate_change_pct": 1.45,
"occupancy_shift": -0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.05
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.69
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.552,
"capital_availability": 0.694,
"demand_pressure": 0.587,
"entitlement_friction": 0.366,
"labor_shortage": 0.899,
"portfolio_tightness": 0.465,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-102004",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:36:00Z",
"trace_id": "918c6797-d0ee-49ca-83ad-7c13dd13d072"
} | {
"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": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.024,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.138,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.66,
"battery_mwh": 6.97,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 32,
"facility_id": "FAC-FCD89D0A53",
"grid_service_limit_mw": 26.46,
"gross_sqft": 322551,
"infill_site": false,
"lease_expiry_months": 8,
"occu... | {
"capital_availability": 0.307,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.657,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.682,
"nearby_nodes": 8,
"network_redundancy_score": 0.421,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.5,
"dock_utilization_pct": 80.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.1,
"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": "very_high",
"fore... | {
"build_vs_buy_score": 2.15,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.6,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 0.74,
"rent_growth_90d_pct": 3.16,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -43897,
"annualized_revenue_impact_usd": -74527,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 541959,
"expansion_capture_probability_post_event": 0.118,
"lease_rate_change_pct": -0.71,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.02
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.3
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.45,
"capital_availability": 0.307,
"demand_pressure": 0.365,
"entitlement_friction": 0.682,
"labor_shortage": 0.792,
"portfolio_tightness": 0.546,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-102005",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T14:54:00Z",
"trace_id": "63fef17a-8211-4090-815c-9198b5d4b0ed"
} | {
"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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.312,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.348,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.71,
"battery_mwh": 10.17,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-A6EACA634B",
"grid_service_limit_mw": 7.56,
"gross_sqft": 670609,
"infill_site": false,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.534,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.499,
"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.456,
"nearby_nodes": 3,
"network_redundancy_score": 0.619,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 94... | [
{
"appointment_fill_pct": 89.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.5,
"dock_utilization_pct": 84.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"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": 2.57,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.1,
"occupancy_90d": 0.892,
"rent_growth_30d_pct": 2.38,
"rent_growth_90d_pct": 2.49,
"tenant_expansion_probability": 0.528
} | {
"annualized_noi_impact_usd": 18077,
"annualized_revenue_impact_usd": 24104,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 615107,
"expansion_capture_probability_post_event": 0.421,
"lease_rate_change_pct": 0.82,
"occupancy_shift": -0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.79
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.24
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.44,
"capital_availability": 0.534,
"demand_pressure": 0.581,
"entitlement_friction": 0.456,
"labor_shortage": 0.857,
"portfolio_tightness": 0.58,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-102006",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T16:59:00Z",
"trace_id": "42c802a5-cda8-49d2-bde6-67792292e192"
} | {
"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": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.25,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.31,
"battery_mwh": 0.92,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-8A7D323891",
"grid_service_limit_mw": 15.83,
"gross_sqft": 488540,
"infill_site": false,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.435,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.267,
"cross_node_rebalancing_capacity_pct": 0.043,
"entitlement_friction": 0.224,
"nearby_nodes": 2,
"network_redundancy_score": 0.64,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 56... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32.5,
"dock_utilization_pct": 88,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.661,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.22,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.5,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 4.49,
"rent_growth_90d_pct": 5.31,
"tenant_expansion_probability": 0.599
} | {
"annualized_noi_impact_usd": 61089,
"annualized_revenue_impact_usd": 100142,
"cap_rate_pressure_pct": 0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 373532,
"expansion_capture_probability_post_event": 0.595,
"lease_rate_change_pct": 3.96,
"occupancy_shift": 0.046,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.88
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.12
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.172,
"capital_availability": 0.435,
"demand_pressure": 0.773,
"entitlement_friction": 0.224,
"labor_shortage": 0.441,
"portfolio_tightness": 0.454,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-102007",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T18:10:00Z",
"trace_id": "f7f9dda4-2f3e-4040-a10e-5799736fd0d4"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.032,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.432,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.51,
"battery_mwh": 3.85,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-B4B3BA2241",
"grid_service_limit_mw": 13.02,
"gross_sqft": 497999,
"infill_site": true,
"lease_expiry_months": 12,
"occu... | {
"capital_availability": 0.892,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.727,
"cross_node_rebalancing_capacity_pct": 0.205,
"entitlement_friction": 0.483,
"nearby_nodes": 4,
"network_redundancy_score": 0.817,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 79.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.6,
"dock_utilization_pct": 81.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.668,
"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": 2.84,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.3,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 3.17,
"rent_growth_90d_pct": 5.06,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -1397,
"annualized_revenue_impact_usd": -2057,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 525813,
"expansion_capture_probability_post_event": 0.296,
"lease_rate_change_pct": 0.83,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.37
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 28.11
},
{
"action": "shift_overflow_to_satellite... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.433,
"capital_availability": 0.892,
"demand_pressure": 0.395,
"entitlement_friction": 0.483,
"labor_shortage": 0.908,
"portfolio_tightness": 0.609,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-102008",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:01:00Z",
"trace_id": "6772d5d3-74a9-46f7-a893-b7b1739230fa"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"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": 0.156,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.444,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.53,
"battery_mwh": 6.16,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-019B331595",
"grid_service_limit_mw": 16.24,
"gross_sqft": 501655,
"infill_site": true,
"lease_expiry_months": 57,
"occu... | {
"capital_availability": 0.312,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.439,
"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.231,
"nearby_nodes": 6,
"network_redundancy_score": 0.746,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 83.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.6,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.3,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 2.54,
"rent_growth_90d_pct": 1.77,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -78186,
"annualized_revenue_impact_usd": -115559,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 377841,
"expansion_capture_probability_post_event": 0.301,
"lease_rate_change_pct": -0.48,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.1
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.02
},
{
"action": "rebalance_carrier_mix",
"reason": "t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.67,
"capital_availability": 0.312,
"demand_pressure": 0.472,
"entitlement_friction": 0.231,
"labor_shortage": 0.915,
"portfolio_tightness": 0.675,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-102009",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:22:00Z",
"trace_id": "6e4c48e9-37b7-4cb4-8ac2-62c12eae800b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.259,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.362,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.26,
"battery_mwh": 3.97,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-93DFCD66A0",
"grid_service_limit_mw": 27.61,
"gross_sqft": 933045,
"infill_site": true,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.648,
"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.5,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.709,
"nearby_nodes": 3,
"network_redundancy_score": 0.682,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.5,
"dock_utilization_pct": 83.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 35.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.687,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.4,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 2.44,
"rent_growth_90d_pct": 2.51,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 138083,
"annualized_revenue_impact_usd": 195114,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 580725,
"expansion_capture_probability_post_event": 0.553,
"lease_rate_change_pct": 0.6,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.06
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.7
},
{
"action": "shift_overflo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.143,
"capital_availability": 0.648,
"demand_pressure": 0.538,
"entitlement_friction": 0.709,
"labor_shortage": 0.937,
"portfolio_tightness": 0.413,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-102010",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:38:00Z",
"trace_id": "0490b45c-b1c6-4631-bcf9-60cd7e9bcf46"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.359,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.133,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.54,
"battery_mwh": 12.35,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-8F20FE26A1",
"grid_service_limit_mw": 15.91,
"gross_sqft": 1163175,
"infill_site": false,
"lease_expiry_months": 16... | {
"capital_availability": 0.203,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.57,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.207,
"nearby_nodes": 7,
"network_redundancy_score": 0.735,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 88.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.12,
"rent_growth_90d_pct": 4.72,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 106984,
"annualized_revenue_impact_usd": 154707,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 536462,
"expansion_capture_probability_post_event": 0.515,
"lease_rate_change_pct": 3.78,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.4
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.72
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.588,
"capital_availability": 0.203,
"demand_pressure": 0.756,
"entitlement_friction": 0.207,
"labor_shortage": 0.611,
"portfolio_tightness": 0.551,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-102011",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:21:00Z",
"trace_id": "e8d87b81-4126-4326-a947-5e9172aa74df"
} | {
"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": 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": 0.037,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.288,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.39,
"battery_mwh": 10.76,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-630F7FA2D5",
"grid_service_limit_mw": 10,
"gross_sqft": 1255905,
"infill_site": true,
"lease_expiry_months": 25,
"occu... | {
"capital_availability": 0.607,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.479,
"cross_node_rebalancing_capacity_pct": 0.04,
"entitlement_friction": 0.834,
"nearby_nodes": 4,
"network_redundancy_score": 0.817,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 83.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.755,
"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": 2.58,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.5,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 2.15,
"rent_growth_90d_pct": 1.84,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -256801,
"annualized_revenue_impact_usd": -368804,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 424949,
"expansion_capture_probability_post_event": 0.183,
"lease_rate_change_pct": -1.53,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.5
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.36
},
{
"action": "delay_spec_development",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.265,
"capital_availability": 0.607,
"demand_pressure": 0.493,
"entitlement_friction": 0.834,
"labor_shortage": 0.747,
"portfolio_tightness": 0.631,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-102012",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:40:00Z",
"trace_id": "7e13e1c5-1e93-44a7-990f-740df12c2cdc"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.8,
"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": 0.202,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.212,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.8,
"battery_mwh": 8.48,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 120,
"facility_id": "FAC-1D117C73A6",
"grid_service_limit_mw": 6.49,
"gross_sqft": 1209335,
"infill_site": true,
"lease_expiry_months": 55,
"occup... | {
"capital_availability": 0.496,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.674,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.707,
"nearby_nodes": 7,
"network_redundancy_score": 0.413,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 146... | [
{
"appointment_fill_pct": 81,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 83.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.6,
"shift_fill_rate_pct": 6... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.6,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.1,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 2.31,
"rent_growth_90d_pct": 2.35,
"tenant_expansion_probability": 0.405
} | {
"annualized_noi_impact_usd": -166462,
"annualized_revenue_impact_usd": -243525,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 791410,
"expansion_capture_probability_post_event": 0.27,
"lease_rate_change_pct": -0.87,
"occupancy_shift": -0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.56
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.98
},
{
"action": "deploy_peak_shaving",
"reason": "po... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.332,
"capital_availability": 0.496,
"demand_pressure": 0.459,
"entitlement_friction": 0.707,
"labor_shortage": 1,
"portfolio_tightness": 0.666,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-102013",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:37:00Z",
"trace_id": "fc6cfa20-ddcb-4a15-a241-9d23b8f79004"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": 0.347,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.377,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.43,
"battery_mwh": 6.24,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 89,
"facility_id": "FAC-FD7043EFB0",
"grid_service_limit_mw": 10.62,
"gross_sqft": 898767,
"infill_site": false,
"lease_expiry_months": 19,
"occu... | {
"capital_availability": 0.242,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.558,
"cross_node_rebalancing_capacity_pct": 0.112,
"entitlement_friction": 0.334,
"nearby_nodes": 3,
"network_redundancy_score": 0.593,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 91.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 84.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.859,
"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": 1.49,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.6,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 0.36,
"rent_growth_90d_pct": -0.61,
"tenant_expansion_probability": 0.453
} | {
"annualized_noi_impact_usd": -74340,
"annualized_revenue_impact_usd": -124306,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 90,
"estimated_capex_usd": 667916,
"expansion_capture_probability_post_event": 0.325,
"lease_rate_change_pct": -1.8,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.73
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.3
},
{
"action": "offer_preemptive_expansion_t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.825,
"capital_availability": 0.242,
"demand_pressure": 0.629,
"entitlement_friction": 0.334,
"labor_shortage": 1,
"portfolio_tightness": 0.347,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-102014",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:39:00Z",
"trace_id": "8f6e0a70-1378-4d4b-aa68-3b3d3e0660c1"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.409,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.401,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.41,
"battery_mwh": 9.33,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 84,
"facility_id": "FAC-78D97A8261",
"grid_service_limit_mw": 16.04,
"gross_sqft": 846728,
"infill_site": false,
"lease_expiry_months": 19,
"occu... | {
"capital_availability": 0.033,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.578,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.634,
"nearby_nodes": 5,
"network_redundancy_score": 0.335,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 175888... | [
{
"appointment_fill_pct": 91.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.2,
"dock_utilization_pct": 86.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.7,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.858,
"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": 1.86,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 1.79,
"rent_growth_90d_pct": 4.07,
"tenant_expansion_probability": 0.577
} | {
"annualized_noi_impact_usd": -8889,
"annualized_revenue_impact_usd": -11403,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 628846,
"expansion_capture_probability_post_event": 0.448,
"lease_rate_change_pct": 2.33,
"occupancy_shift": -0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.66
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.71
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.567,
"capital_availability": 0.033,
"demand_pressure": 0.676,
"entitlement_friction": 0.634,
"labor_shortage": 0.799,
"portfolio_tightness": 0.496,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-102015",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:47:00Z",
"trace_id": "92df8278-fb73-4ef4-bba9-e836a0ec3bd8"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"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": 0.262,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.094,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.4,
"battery_mwh": 10.13,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-019580EF16",
"grid_service_limit_mw": 13.38,
"gross_sqft": 844818,
"infill_site": true,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.426,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.456,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.299,
"nearby_nodes": 7,
"network_redundancy_score": 0.757,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.4,
"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": 22.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"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": 1.66,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.1,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 1.49,
"rent_growth_90d_pct": 2.8,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 29499,
"annualized_revenue_impact_usd": 41365,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 424679,
"expansion_capture_probability_post_event": 0.381,
"lease_rate_change_pct": 1.35,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.5
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.11
},
{
"action": "offer_preemptive_expansion_term_she... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.959,
"capital_availability": 0.426,
"demand_pressure": 0.505,
"entitlement_friction": 0.299,
"labor_shortage": 0.754,
"portfolio_tightness": 0.583,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-102016",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:00:00Z",
"trace_id": "f5b3cddc-ee3f-478e-9fcd-80304e101391"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"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": 0.003,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.491,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.21,
"battery_mwh": 0.44,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-9039C80A57",
"grid_service_limit_mw": 17.39,
"gross_sqft": 820497,
"infill_site": true,
"lease_expiry_months": 62,
"occu... | {
"capital_availability": 0.554,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.565,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.411,
"nearby_nodes": 4,
"network_redundancy_score": 0.652,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 82.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.2,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 1.94,
"rent_growth_90d_pct": 2.87,
"tenant_expansion_probability": 0.202
} | {
"annualized_noi_impact_usd": -88785,
"annualized_revenue_impact_usd": -148103,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 556256,
"expansion_capture_probability_post_event": 0.115,
"lease_rate_change_pct": -0.79,
"occupancy_shift": -0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.16
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.74
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.349,
"capital_availability": 0.554,
"demand_pressure": 0.469,
"entitlement_friction": 0.411,
"labor_shortage": 0.727,
"portfolio_tightness": 0.572,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-102017",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:30:00Z",
"trace_id": "7cae7595-dedc-467e-b8e8-ff99f6ffd499"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.401,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.257,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.73,
"battery_mwh": 2.94,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-589AFA948A",
"grid_service_limit_mw": 17.92,
"gross_sqft": 1184310,
"infill_site": false,
"lease_expiry_months": 12,... | {
"capital_availability": 0.387,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.329,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.379,
"nearby_nodes": 8,
"network_redundancy_score": 0.528,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 169515... | [
{
"appointment_fill_pct": 93.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 86.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.04,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.02,
"rent_growth_90d_pct": 0.73,
"tenant_expansion_probability": 0.646
} | {
"annualized_noi_impact_usd": 155550,
"annualized_revenue_impact_usd": 216199,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 463960,
"expansion_capture_probability_post_event": 0.575,
"lease_rate_change_pct": 1.18,
"occupancy_shift": 0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 47.5
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.39
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.295,
"capital_availability": 0.387,
"demand_pressure": 0.727,
"entitlement_friction": 0.379,
"labor_shortage": 0.59,
"portfolio_tightness": 0.406,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-102018",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:47:00Z",
"trace_id": "89dd1ee1-90b0-48fe-baaf-284fe3d4c732"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.095,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.155,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.23,
"battery_mwh": 0.07,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-F167D38342",
"grid_service_limit_mw": 18.4,
"gross_sqft": 518335,
"infill_site": true,
"lease_expiry_months": 42,
"occup... | {
"capital_availability": 0.644,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.613,
"cross_node_rebalancing_capacity_pct": 0.086,
"entitlement_friction": 0.172,
"nearby_nodes": 3,
"network_redundancy_score": 0.802,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 427096,... | [
{
"appointment_fill_pct": 82.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.7,
"dock_utilization_pct": 80,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.722,
"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": 2.06,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.7,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 0.5,
"rent_growth_90d_pct": 2.72,
"tenant_expansion_probability": 0.305
} | {
"annualized_noi_impact_usd": -32464,
"annualized_revenue_impact_usd": -42451,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 395519,
"expansion_capture_probability_post_event": 0.242,
"lease_rate_change_pct": 0.37,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.13
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 25.61
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.429,
"capital_availability": 0.644,
"demand_pressure": 0.355,
"entitlement_friction": 0.172,
"labor_shortage": 0.733,
"portfolio_tightness": 0.442,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-102019",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:53:00Z",
"trace_id": "ee5aa18a-c297-441f-8acd-11194efe73e7"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.1,
"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": -0.027,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.389,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.49,
"battery_mwh": 5.03,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-E6B1E93FBC",
"grid_service_limit_mw": 11.83,
"gross_sqft": 1270130,
"infill_site": true,
"lease_expiry_months": 52,
"oc... | {
"capital_availability": 0.402,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.657,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.244,
"nearby_nodes": 5,
"network_redundancy_score": 0.328,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 42... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.2,
"dock_utilization_pct": 82.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 34,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 13.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.676,
"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": 3.01,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.8,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 4.22,
"rent_growth_90d_pct": 4.17,
"tenant_expansion_probability": 0.328
} | {
"annualized_noi_impact_usd": -54539,
"annualized_revenue_impact_usd": -88829,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 454898,
"expansion_capture_probability_post_event": 0.295,
"lease_rate_change_pct": 0.19,
"occupancy_shift": 0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.04
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 28.21
},
{
"action": "lock_power_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.341,
"capital_availability": 0.402,
"demand_pressure": 0.43,
"entitlement_friction": 0.244,
"labor_shortage": 0.88,
"portfolio_tightness": 0.668,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-102020",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:44:00Z",
"trace_id": "ade58162-1904-4b4d-82aa-8899581a63fb"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7,
"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": -0.036,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.461,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.79,
"battery_mwh": 6.27,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-64392F7E58",
"grid_service_limit_mw": 24.28,
"gross_sqft": 815909,
"infill_site": false,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.427,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.438,
"cross_node_rebalancing_capacity_pct": 0.059,
"entitlement_friction": 0.146,
"nearby_nodes": 6,
"network_redundancy_score": 0.803,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 123161... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 26.3,
"dock_utilization_pct": 82.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.657,
"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": 2.41,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.9,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 2.68,
"rent_growth_90d_pct": 3.94,
"tenant_expansion_probability": 0.242
} | {
"annualized_noi_impact_usd": -34384,
"annualized_revenue_impact_usd": -52772,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 420796,
"expansion_capture_probability_post_event": 0.214,
"lease_rate_change_pct": 0.51,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.78
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.66
},
{
"action": "monitor_and_stag... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.221,
"capital_availability": 0.427,
"demand_pressure": 0.473,
"entitlement_friction": 0.146,
"labor_shortage": 0.426,
"portfolio_tightness": 0.411,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-102021",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:04:00Z",
"trace_id": "48fee8ca-93a3-4679-9d4d-4925d99c8648"
} | {
"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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.324,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.348,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.47,
"battery_mwh": 8.64,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-6784FB56C8",
"grid_service_limit_mw": 16.69,
"gross_sqft": 1096735,
"infill_site": false,
"lease_expiry_months": 52,... | {
"capital_availability": 0.582,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.322,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.654,
"nearby_nodes": 8,
"network_redundancy_score": 0.818,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.6,
"dock_utilization_pct": 86.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 38.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 11.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.711,
"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": 2.4,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.8,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 3.45,
"rent_growth_90d_pct": 3.93,
"tenant_expansion_probability": 0.645
} | {
"annualized_noi_impact_usd": 198662,
"annualized_revenue_impact_usd": 310602,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 518035,
"expansion_capture_probability_post_event": 0.595,
"lease_rate_change_pct": 2.28,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.19
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.98
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.377,
"capital_availability": 0.582,
"demand_pressure": 0.702,
"entitlement_friction": 0.654,
"labor_shortage": 0.764,
"portfolio_tightness": 0.469,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-102022",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T16:21:00Z",
"trace_id": "a0dc3659-3439-467a-971e-261ba0b4cd70"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.244,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.186,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.3,
"battery_mwh": 12.23,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 126,
"facility_id": "FAC-DBF94E3557",
"grid_service_limit_mw": 12.43,
"gross_sqft": 1263558,
"infill_site": false,
"lease_expiry_months": 20,
"oc... | {
"capital_availability": 0.094,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.331,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.249,
"nearby_nodes": 3,
"network_redundancy_score": 0.796,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.5,
"dock_utilization_pct": 82.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 84.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.55,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.3,
"occupancy_90d": 0.9,
"rent_growth_30d_pct": -0.1,
"rent_growth_90d_pct": -1.47,
"tenant_expansion_probability": 0.338
} | {
"annualized_noi_impact_usd": -128713,
"annualized_revenue_impact_usd": -197052,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 60,
"estimated_capex_usd": 602139,
"expansion_capture_probability_post_event": 0.233,
"lease_rate_change_pct": -2.44,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.69
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.32
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.759,
"capital_availability": 0.094,
"demand_pressure": 0.526,
"entitlement_friction": 0.249,
"labor_shortage": 0.626,
"portfolio_tightness": 0.329,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-102023",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:34:00Z",
"trace_id": "371aeea8-5f66-4e4b-9523-50e487c9b9c1"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.1,
"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": 0.312,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.174,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.61,
"battery_mwh": 4.97,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-BB8A2828A8",
"grid_service_limit_mw": 24.24,
"gross_sqft": 1143622,
"infill_site": false,
"lease_expiry_months": 23,
"o... | {
"capital_availability": 0.803,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.35,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.49,
"nearby_nodes": 4,
"network_redundancy_score": 0.818,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 89.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 32.7,
"dock_utilization_pct": 85.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.674,
"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": 2.37,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 88.1,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 2.77,
"rent_growth_90d_pct": 5.16,
"tenant_expansion_probability": 0.625
} | {
"annualized_noi_impact_usd": 270299,
"annualized_revenue_impact_usd": 355212,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 428840,
"expansion_capture_probability_post_event": 0.597,
"lease_rate_change_pct": 3.77,
"occupancy_shift": 0.032,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.15
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.35
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.455,
"capital_availability": 0.803,
"demand_pressure": 0.638,
"entitlement_friction": 0.49,
"labor_shortage": 0.56,
"portfolio_tightness": 0.413,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-102024",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:41:00Z",
"trace_id": "0eb099ba-0a7e-4247-904c-ec010db9c282"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.012,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.77,
"battery_mwh": 3.64,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-0D8DF8628A",
"grid_service_limit_mw": 9.94,
"gross_sqft": 400360,
"infill_site": false,
"lease_expiry_months": 13,
"occu... | {
"capital_availability": 0.052,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.612,
"cross_node_rebalancing_capacity_pct": 0.097,
"entitlement_friction": 0.812,
"nearby_nodes": 4,
"network_redundancy_score": 0.667,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 393... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 82.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.754,
"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": 2.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.3,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 1.89,
"rent_growth_90d_pct": 3.5,
"tenant_expansion_probability": 0.217
} | {
"annualized_noi_impact_usd": -27895,
"annualized_revenue_impact_usd": -45122,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 531246,
"expansion_capture_probability_post_event": 0.118,
"lease_rate_change_pct": -0.66,
"occupancy_shift": 0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 29.69
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.49
},
{
"action": "secure_pop_up_capacity",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.052,
"demand_pressure": 0.439,
"entitlement_friction": 0.812,
"labor_shortage": 0.765,
"portfolio_tightness": 0.673,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-102025",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:01:00Z",
"trace_id": "98584860-b605-40f2-b91d-e05f4f41d224"
} | {
"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",
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"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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.201,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.274,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.73,
"battery_mwh": 0.06,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-699FF4B99A",
"grid_service_limit_mw": 17.09,
"gross_sqft": 609901,
"infill_site": false,
"lease_expiry_months": 37,
... | {
"capital_availability": 0.52,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.345,
"cross_node_rebalancing_capacity_pct": 0.054,
"entitlement_friction": 0.597,
"nearby_nodes": 3,
"network_redundancy_score": 0.353,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 936861,... | [
{
"appointment_fill_pct": 92.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.4,
"dock_utilization_pct": 84.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 38.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.689,
"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": "contained",
"market_entry_score": 84.3,
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"rent_growth_30d_pct": 1.96,
"rent_growth_90d_pct": 3.47,
"tenant_expansion_probability": 0.458
} | {
"annualized_noi_impact_usd": 39329,
"annualized_revenue_impact_usd": 67688,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 499653,
"expansion_capture_probability_post_event": 0.418,
"lease_rate_change_pct": 1.32,
"occupancy_shift": 0.025,
"service_penalty_risk_us... | {
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{
"action": "secure_pop_up_capacity",
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"score": 27.45
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 26.73
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.637,
"entitlement_friction": 0.597,
"labor_shortage": 0.58,
"portfolio_tightness": 0.356,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.743,
"id": "FORGE-102026",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:04:00Z",
"trace_id": "58ba2493-2d0f-48bd-9093-c35d4e3f6255"
} | {
"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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"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.398,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.045,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.62,
"battery_mwh": 10.21,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-324A73A597",
"grid_service_limit_mw": 9.05,
"gross_sqft": 487285,
"infill_site": true,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.43,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.571,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.338,
"nearby_nodes": 4,
"network_redundancy_score": 0.317,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 82.2,
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"carrier_detention_risk_pct": 35,
"dock_utilization_pct": 87.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 61.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 4.97,
"rent_growth_90d_pct": 5.49,
"tenant_expansion_probability": 0.749
} | {
"annualized_noi_impact_usd": 314903,
"annualized_revenue_impact_usd": 511644,
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"decision_horizon_days": 30,
"estimated_capex_usd": 430481,
"expansion_capture_probability_post_event": 0.716,
"lease_rate_change_pct": 4.51,
"occupancy_shift": 0.038,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.3
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.19
},
{
"action": "lock_power_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.43,
"demand_pressure": 0.671,
"entitlement_friction": 0.338,
"labor_shortage": 0.654,
"portfolio_tightness": 0.674,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-102027",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:51:00Z",
"trace_id": "c4df06e7-494f-4440-ad03-8e776783f504"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.024,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.396,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.51,
"battery_mwh": 10.44,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 81,
"facility_id": "FAC-E7C2A32EAF",
"grid_service_limit_mw": 14.14,
"gross_sqft": 810706,
"infill_site": false,
"lease_expiry_months": 24,
"occ... | {
"capital_availability": 0.537,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.302,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.122,
"nearby_nodes": 6,
"network_redundancy_score": 0.488,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.5,
"dock_utilization_pct": 79.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 28.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.36,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.1,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 0.87,
"rent_growth_90d_pct": 0.53,
"tenant_expansion_probability": 0.137
} | {
"annualized_noi_impact_usd": -345906,
"annualized_revenue_impact_usd": -484712,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 626302,
"expansion_capture_probability_post_event": 0.026,
"lease_rate_change_pct": -2.84,
"occupancy_shift": -0.02,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.14
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.78
},
{
"action": "escalate_utility_interconnect"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.537,
"demand_pressure": 0.323,
"entitlement_friction": 0.122,
"labor_shortage": 0.714,
"portfolio_tightness": 0.486,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-102028",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:04:00Z",
"trace_id": "8724941e-14b3-4948-9a4a-dfb3e2de4c0c"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": 0.155,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.135,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.58,
"battery_mwh": 2.1,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 30,
"facility_id": "FAC-4AF39521B3",
"grid_service_limit_mw": 11.42,
"gross_sqft": 304964,
"infill_site": false,
"lease_expiry_months": 11,
"occu... | {
"capital_availability": 0.188,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.441,
"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.72,
"nearby_nodes": 4,
"network_redundancy_score": 0.808,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 176... | [
{
"appointment_fill_pct": 76.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 82.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"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": 2.37,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73,
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"rent_growth_30d_pct": 1.68,
"rent_growth_90d_pct": 2.75,
"tenant_expansion_probability": 0.384
} | {
"annualized_noi_impact_usd": -12076,
"annualized_revenue_impact_usd": -16904,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 540374,
"expansion_capture_probability_post_event": 0.281,
"lease_rate_change_pct": -0.26,
"occupancy_shift": 0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.9
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.24
},
{
"action": "secure_pop... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.756,
"capital_availability": 0.188,
"demand_pressure": 0.442,
"entitlement_friction": 0.72,
"labor_shortage": 1,
"portfolio_tightness": 0.675,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-102029",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:19:00Z",
"trace_id": "a6495aa8-c4f8-4769-bfa0-00842bcf55fc"
} | {
"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": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.361,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.373,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.27,
"battery_mwh": 0.57,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 141,
"facility_id": "FAC-C3074474EF",
"grid_service_limit_mw": 24.24,
"gross_sqft": 1419154,
"infill_site": true,
"lease_expiry_months": 65,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.303,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.739,
"nearby_nodes": 7,
"network_redundancy_score": 0.559,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1694797,
... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 85.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"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": 1.62,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.1,
"occupancy_90d": 0.9,
"rent_growth_30d_pct": 0.88,
"rent_growth_90d_pct": 1.61,
"tenant_expansion_probability": 0.553
} | {
"annualized_noi_impact_usd": 51627,
"annualized_revenue_impact_usd": 88097,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 607150,
"expansion_capture_probability_post_event": 0.454,
"lease_rate_change_pct": 0.82,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.47
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 37.29
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0,
"demand_pressure": 0.629,
"entitlement_friction": 0.739,
"labor_shortage": 0.723,
"portfolio_tightness": 0.493,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-102030",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:01:00Z",
"trace_id": "4396012d-d8a5-4a33-add0-4a895718892a"
} | {
"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": 8.6,
"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": 0.01,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.246,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.24,
"battery_mwh": 7.96,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 30,
"facility_id": "FAC-16A49DB5E4",
"grid_service_limit_mw": 11.03,
"gross_sqft": 302564,
"infill_site": false,
"lease_expiry_months": 44,
"occ... | {
"capital_availability": 0.518,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.305,
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"entitlement_friction": 0.806,
"nearby_nodes": 8,
"network_redundancy_score": 0.587,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 87.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.2,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.8,
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"rent_growth_30d_pct": 1.9,
"rent_growth_90d_pct": 4.14,
"tenant_expansion_probability": 0.163
} | {
"annualized_noi_impact_usd": -64032,
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"decision_horizon_days": 90,
"estimated_capex_usd": 637048,
"expansion_capture_probability_post_event": 0.055,
"lease_rate_change_pct": -0.39,
"occupancy_shift": 0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.33
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.23
},
{
"action": "rebalance_carrier_mix",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.518,
"demand_pressure": 0.716,
"entitlement_friction": 0.806,
"labor_shortage": 0.802,
"portfolio_tightness": 0.565,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-102031",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:28:00Z",
"trace_id": "566bea1a-d181-4492-b1d3-885f872f15ff"
} | {
"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",
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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": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.049,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.132,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.56,
"battery_mwh": 5.72,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-B67E1287DE",
"grid_service_limit_mw": 17.34,
"gross_sqft": 881692,
"infill_site": false,
"lease_expiry_months": 36,
"occ... | {
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"competitive_pressure_score": 0.525,
"cross_node_rebalancing_capacity_pct": 0.124,
"entitlement_friction": 0.425,
"nearby_nodes": 6,
"network_redundancy_score": 0.551,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 85.7,
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"dock_utilization_pct": 81.4,
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"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.13,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.55,
"rent_growth_90d_pct": 2.14,
"tenant_expansion_probability": 0.214
} | {
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"expansion_capture_probability_post_event": 0.112,
"lease_rate_change_pct": -1.53,
"occupancy_shift": 0.005,
"service_penalty_ri... | {
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{
"action": "rebalance_carrier_mix",
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"score": 35.08
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.1
},
{
"action": "secure_pop_up_... | {
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"demand_pressure": 0.424,
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"labor_shortage": 1,
"portfolio_tightness": 0.465,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.755,
"id": "FORGE-102032",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:12:00Z",
"trace_id": "33ec1d7a-7b15-488c-8368-397e9d9a40ec"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.185,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 2.66,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 144,
"facility_id": "FAC-D41B535CB0",
"grid_service_limit_mw": 16.62,
"gross_sqft": 1440035,
"infill_site": false,
"lease_expiry_months": 46,
"oc... | {
"capital_availability": 0.842,
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"nearby_nodes": 4,
"network_redundancy_score": 0.828,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 70.4,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 76.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 62.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.8,
"shift_fill_rate_pc... | {
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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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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.24,
"rent_growth_90d_pct": -0.66,
"tenant_expansion_probabilit... | {
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"expansion_capture_probability_post_event": 0.256,
"lease_rate_change_pct": -2.72,
"occupancy_shift": 0.01,
"service_penalty_ris... | {
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{
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"reason": "transport_flexibility",
"score": 26.02
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 23.61
},
{
"action": "escalate_util... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.842,
"demand_pressure": 0.196,
"entitlement_friction": 0.32,
"labor_shortage": 0.558,
"portfolio_tightness": 0.335,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-102033",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:50:00Z",
"trace_id": "11576186-8a98-4ee0-bbc2-ca4beee089ed"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.192,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.68,
"battery_mwh": 9.98,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-4AAE8F7BE7",
"grid_service_limit_mw": 9.01,
"gross_sqft": 774574,
"infill_site": false,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.543,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.33,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.562,
"nearby_nodes": 4,
"network_redundancy_score": 0.421,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 215... | [
{
"appointment_fill_pct": 76.4,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 80.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.3,
"shift_fill... | {
"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": "high",
"forecast_pres... | {
"build_vs_buy_score": 2.81,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.928,
"rent_growth_30d_pct": 2.92,
"rent_growth_90d_pct": 2.03,
"tenant_expansion_probability... | {
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"expansion_capture_probability_post_event": 0.208,
"lease_rate_change_pct": -1.71,
"occupancy_shift": 0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 31.22
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 26.92
},
{
"action": "offer_preemptive... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.543,
"demand_pressure": 0.328,
"entitlement_friction": 0.562,
"labor_shortage": 0.633,
"portfolio_tightness": 0.638,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-102034",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:09:00Z",
"trace_id": "b11c1942-b541-4fb5-9386-1ada15cbf496"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.091,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.33,
"battery_mwh": 0.44,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-BBA96F7583",
"grid_service_limit_mw": 19.45,
"gross_sqft": 597352,
"infill_site": false,
"lease_expiry_months": 72,
"occ... | {
"capital_availability": 0.321,
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"entitlement_friction": 0.402,
"nearby_nodes": 6,
"network_redundancy_score": 0.512,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 184171... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.6,
"dock_utilization_pct": 89.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.8,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 2.22,
"rent_growth_90d_pct": 1.88,
"tenant_expansion_probability": 0.623... | {
"annualized_noi_impact_usd": 49726,
"annualized_revenue_impact_usd": 85025,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 376137,
"expansion_capture_probability_post_event": 0.542,
"lease_rate_change_pct": 1.82,
"occupancy_shift": 0.026,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.91
},
{
"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": 0.64,
"capital_availability": 0.321,
"demand_pressure": 0.839,
"entitlement_friction": 0.402,
"labor_shortage": 0.655,
"portfolio_tightness": 0.426,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-102035",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:07:00Z",
"trace_id": "6446bcbf-2187-4e3f-b1b6-2893c4d299a5"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.046,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.225,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.24,
"battery_mwh": 0.95,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-FAA67B8662",
"grid_service_limit_mw": 15.23,
"gross_sqft": 1022541,
"infill_site": false,
"lease_expiry_months": 14,
"o... | {
"capital_availability": 0.186,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.441,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.271,
"nearby_nodes": 7,
"network_redundancy_score": 0.73,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.2,
"dock_utilization_pct": 78.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.717,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.13,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.9,
"occupancy_90d": 0.89,
"rent_growth_30d_pct": -0.15,
"rent_growth_90d_pct": 2.17,
"tenant_expansion_probability": 0.222
} | {
"annualized_noi_impact_usd": -200506,
"annualized_revenue_impact_usd": -263331,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 416957,
"expansion_capture_probability_post_event": 0.152,
"lease_rate_change_pct": -0.52,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.32
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 23.32
},
{
"action": "hold_service_le... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.632,
"capital_availability": 0.186,
"demand_pressure": 0.284,
"entitlement_friction": 0.271,
"labor_shortage": 0.672,
"portfolio_tightness": 0.455,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-102036",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:36:00Z",
"trace_id": "d20cced9-1fb3-4c83-994d-fc73e8172dac"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"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": 0.337,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.361,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.57,
"battery_mwh": 4.27,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-E5B0325A23",
"grid_service_limit_mw": 11.14,
"gross_sqft": 557130,
"infill_site": false,
"lease_expiry_months": 63,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.558,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.638,
"nearby_nodes": 3,
"network_redundancy_score": 0.731,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 144510,... | [
{
"appointment_fill_pct": 92,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 54.1,
"dock_utilization_pct": 87.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"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": 2.36,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.6,
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"rent_growth_30d_pct": 3.13,
"rent_growth_90d_pct": 2.54,
"tenant_expansion_probability": 0.585
} | {
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"annualized_revenue_impact_usd": 36105,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 468354,
"expansion_capture_probability_post_event": 0.481,
"lease_rate_change_pct": 0.98,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.59
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.05
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.89,
"capital_availability": 0,
"demand_pressure": 0.665,
"entitlement_friction": 0.638,
"labor_shortage": 1,
"portfolio_tightness": 0.728,
"power_st... |
1.0.0-forge-industrial-sample | {
"confidence": 0.876,
"id": "FORGE-102037",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:50:00Z",
"trace_id": "1bc26f41-37bf-46df-a767-fb5e58123788"
} | {
"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": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.271,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.109,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.69,
"battery_mwh": 9.61,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-AA653E2F76",
"grid_service_limit_mw": 12.65,
"gross_sqft": 987090,
"infill_site": true,
"lease_expiry_months": 19,
"occu... | {
"capital_availability": 0.4,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.74,
"cross_node_rebalancing_capacity_pct": 0.179,
"entitlement_friction": 0.718,
"nearby_nodes": 6,
"network_redundancy_score": 0.738,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53.1,
"dock_utilization_pct": 87.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.829,
"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": 2.58,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.55,
"rent_growth_90d_pct": 3.52,
"tenant_expansion_probability": 0.532
} | {
"annualized_noi_impact_usd": -35109,
"annualized_revenue_impact_usd": -51546,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 570349,
"expansion_capture_probability_post_event": 0.424,
"lease_rate_change_pct": 1.14,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.56
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.87
},
{
"action": "offer_preemptive_expansion_term_sheet",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.398,
"capital_availability": 0.4,
"demand_pressure": 0.693,
"entitlement_friction": 0.718,
"labor_shortage": 0.935,
"portfolio_tightness": 0.687,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-102038",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:40:00Z",
"trace_id": "a836ae99-3b07-4a66-856c-6ea799902611"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.165,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.142,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.42,
"battery_mwh": 10.86,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-5EFF7B9EEB",
"grid_service_limit_mw": 11.05,
"gross_sqft": 699992,
"infill_site": false,
"lease_expiry_months": 37,
"oc... | {
"capital_availability": 0.181,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.788,
"cross_node_rebalancing_capacity_pct": 0.143,
"entitlement_friction": 0.63,
"nearby_nodes": 2,
"network_redundancy_score": 0.608,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 190... | [
{
"appointment_fill_pct": 89.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 84.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 49.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.26,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.7,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 1.81,
"rent_growth_90d_pct": 3.12,
"tenant_expansion_probability": 0.342
} | {
"annualized_noi_impact_usd": -50182,
"annualized_revenue_impact_usd": -70930,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 45,
"estimated_capex_usd": 500849,
"expansion_capture_probability_post_event": 0.228,
"lease_rate_change_pct": -0.16,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.85
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.62
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.964,
"capital_availability": 0.181,
"demand_pressure": 0.565,
"entitlement_friction": 0.63,
"labor_shortage": 1,
"portfolio_tightness": 0.636,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-102039",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T16:56:00Z",
"trace_id": "46377e3c-c468-44e0-8fa7-a01b173a8581"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.063,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.405,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.57,
"battery_mwh": 4.47,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-EA370415C8",
"grid_service_limit_mw": 25.45,
"gross_sqft": 632145,
"infill_site": true,
"lease_expiry_months": 48,
"occu... | {
"capital_availability": 0.53,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.552,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.311,
"nearby_nodes": 7,
"network_redundancy_score": 0.457,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 567760,... | [
{
"appointment_fill_pct": 78.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.2,
"dock_utilization_pct": 79.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.6,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 0.2,
"rent_growth_90d_pct": -0.97,
"tenant_expansion_probability": 0.217
} | {
"annualized_noi_impact_usd": -111895,
"annualized_revenue_impact_usd": -146564,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 30,
"estimated_capex_usd": 521209,
"expansion_capture_probability_post_event": 0.121,
"lease_rate_change_pct": -3.42,
"occupancy_shift": -0.016,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.15
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.25
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
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"entitlement_friction": 0.311,
"labor_shortage": 0.816,
"portfolio_tightness": 0.488,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-102040",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:19:00Z",
"trace_id": "8d88c66d-70a8-4f7e-b95c-29dabdd83599"
} | {
"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"
} | {
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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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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.3,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 4.88,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-91B5EB630E",
"grid_service_limit_mw": 15.87,
"gross_sqft": 686360,
"infill_site": false,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.478,
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"competitive_pressure_score": 0.526,
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"nearby_nodes": 3,
"network_redundancy_score": 0.819,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
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"dock_utilization_pct": 80.1,
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"power_load_pct_of_service_limit": 48.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.4,
"shift_fill_r... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": -0.19,
"rent_growth_90d_pct": 2.15,
"tenant_expansion_probability"... | {
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"expansion_capture_probability_post_event": 0.049,
"lease_rate_change_pct": -1.45,
"occupancy_shift": -0.006,
"service_penalty_r... | {
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.27
},
{
"action": "escalate_utility_interconnect",
... | {
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"labor_shortage": 0.768,
"portfolio_tightness": 0.421,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.872,
"id": "FORGE-102041",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:51:00Z",
"trace_id": "437167c6-69a6-43d0-a54d-4d8c64e562de"
} | {
"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": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.19,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 4.02,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 32,
"facility_id": "FAC-CA630A2E28",
"grid_service_limit_mw": 12.5,
"gross_sqft": 324891,
"infill_site": false,
"lease_expiry_months": 33,
"occu... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.331,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 90... | [
{
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"dock_utilization_pct": 87.7,
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"power_load_pct_of_service_limit": 60.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_f... | {
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"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 3.86,
"rent_growth_90d_pct": 3.8,
"tenant_expansion_probability": ... | {
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"lease_rate_change_pct": 1.56,
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"service_penalty_risk_us... | {
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{
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"reason": "reserve_growth_path",
"score": 40.28
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.89
},
{
"action": "depl... | {
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"labor_shortage": 0.878,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-102042",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:33:00Z",
"trace_id": "ecb6e11d-fe08-4714-adc0-bee033b9011b"
} | {
"airport_proximity_km": 71,
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.097,
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"service_level_target"... | {
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"building_class": "class_a_plus",
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"facility_id": "FAC-2F3C825322",
"grid_service_limit_mw": 10.47,
"gross_sqft": 948499,
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"lease_expiry_months": 22,
... | {
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"network_redundancy_score": 0.815,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 60.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
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"rent_growth_30d_pct": 1.76,
"rent_growth_90d_pct": 0.5,
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} | {
"annualized_noi_impact_usd": -202815,
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"expansion_capture_probability_post_event": 0.138,
"lease_rate_change_pct": -2.97,
"occupancy_shift": 0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
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"score": 35.12
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.99
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 1,
"portfolio_tightness": 0.586,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-102043",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T15:53:00Z",
"trace_id": "c4b32af0-fa42-480f-b69b-25947cffc678"
} | {
"airport_proximity_km": 35,
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"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": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.21,
"seasonality": 0.33,
"ser... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-B007FE8407",
"grid_service_limit_mw": 10.35,
"gross_sqft": 1279100,
"infill_site": true,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.554,
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"nearby_nodes": 7,
"network_redundancy_score": 0.698,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 51... | [
{
"appointment_fill_pct": 80.4,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 77.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 67.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"rent_growth_90d_pct": -0.66,
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} | {
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"lease_rate_change_pct": -3.02,
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"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.09
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.3
},
{
"action": "offer_preemptive_expansion_term_s... | {
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"demand_pressure": 0.266,
"entitlement_friction": 0.532,
"labor_shortage": 0.806,
"portfolio_tightness": 0.317,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-102044",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:55:00Z",
"trace_id": "58b2aa29-8c48-407d-9634-872c77d5467f"
} | {
"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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{
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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": 8.4,
"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": 0.207,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.31,
"battery_mwh": 5.13,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-20076BF24D",
"grid_service_limit_mw": 13.15,
"gross_sqft": 1293841,
"infill_site": true,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.315,
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"nearby_nodes": 8,
"network_redundancy_score": 0.858,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 161230... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 89.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"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": 1.97,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.4,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 2.63,
"rent_growth_90d_pct": 5.08,
"tenant_expansion_probability": 0.556
... | {
"annualized_noi_impact_usd": 218548,
"annualized_revenue_impact_usd": 296723,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 336668,
"expansion_capture_probability_post_event": 0.491,
"lease_rate_change_pct": 3.69,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.68
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.75
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.544,
"capital_availability": 0.315,
"demand_pressure": 0.853,
"entitlement_friction": 0.203,
"labor_shortage": 0.826,
"portfolio_tightness": 0.422,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-102045",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:26:00Z",
"trace_id": "4f579db9-fe01-48c1-af6c-b2f337b4c33a"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"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": -0.039,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.18,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.24,
"battery_mwh": 3.87,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-D698AA52B2",
"grid_service_limit_mw": 8.57,
"gross_sqft": 666883,
"infill_site": false,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.148,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.381,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.485,
"nearby_nodes": 4,
"network_redundancy_score": 0.553,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 75... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.9,
"dock_utilization_pct": 78.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 65.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.737,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.9,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 0.94,
"rent_growth_90d_pct": 2.51,
"tenant_expansion_probability": 0.169
} | {
"annualized_noi_impact_usd": -130037,
"annualized_revenue_impact_usd": -211572,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 45,
"estimated_capex_usd": 488366,
"expansion_capture_probability_post_event": 0.069,
"lease_rate_change_pct": -1.37,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.94
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.51
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.803,
"capital_availability": 0.148,
"demand_pressure": 0.237,
"entitlement_friction": 0.485,
"labor_shortage": 0.782,
"portfolio_tightness": 0.683,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.887,
"id": "FORGE-102046",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:38:00Z",
"trace_id": "173635a3-565e-4a4c-a78c-d2b7756dfa43"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.267,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.255,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.52,
"battery_mwh": 12.32,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-A367173BFA",
"grid_service_limit_mw": 6.87,
"gross_sqft": 502656,
"infill_site": false,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.576,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.757,
"cross_node_rebalancing_capacity_pct": 0.097,
"entitlement_friction": 0.337,
"nearby_nodes": 2,
"network_redundancy_score": 0.617,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 84.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 58.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.823,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.75,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.1,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 3.04,
"rent_growth_90d_pct": 5.59,
"tenant_expansion_probability": 0.496
} | {
"annualized_noi_impact_usd": 34129,
"annualized_revenue_impact_usd": 53480,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 630084,
"expansion_capture_probability_post_event": 0.385,
"lease_rate_change_pct": 2.58,
"occupancy_shift": 0.002,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.19
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.15
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.576,
"demand_pressure": 0.567,
"entitlement_friction": 0.337,
"labor_shortage": 1,
"portfolio_tightness": 0.617,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-102047",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:00:00Z",
"trace_id": "7a998cd8-d74c-4db9-ade9-3933ecdf979a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.043,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.09,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.22,
"battery_mwh": 11.98,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-2BC36FD751",
"grid_service_limit_mw": 20.01,
"gross_sqft": 1128170,
"infill_site": false,
"lease_expiry_months": 18,
"... | {
"capital_availability": 0.119,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.557,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.463,
"nearby_nodes": 8,
"network_redundancy_score": 0.487,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 80.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 68.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"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": 1.72,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.7,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": 0.39,
"rent_growth_90d_pct": 0.64,
"tenant_expansion_probability": 0.173
} | {
"annualized_noi_impact_usd": -200836,
"annualized_revenue_impact_usd": -273262,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 90,
"estimated_capex_usd": 661097,
"expansion_capture_probability_post_event": 0.054,
"lease_rate_change_pct": -3.01,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.16
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.91
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.655,
"capital_availability": 0.119,
"demand_pressure": 0.365,
"entitlement_friction": 0.463,
"labor_shortage": 0.956,
"portfolio_tightness": 0.505,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-102048",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:29:00Z",
"trace_id": "1c54a788-c29f-4c6a-94ae-dcc3c669fb2b"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.366,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.145,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.45,
"battery_mwh": 2,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-459360474D",
"grid_service_limit_mw": 11.34,
"gross_sqft": 800172,
"infill_site": false,
"lease_expiry_months": 21,
"o... | {
"capital_availability": 0.34,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.714,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.829,
"nearby_nodes": 6,
"network_redundancy_score": 0.341,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 93.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50,
"dock_utilization_pct": 89.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 50.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.3,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.6,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 2.77,
"rent_growth_90d_pct": 5.04,
"tenant_expansion_probability": 0.578
} | {
"annualized_noi_impact_usd": 251042,
"annualized_revenue_impact_usd": 368509,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 545237,
"expansion_capture_probability_post_event": 0.465,
"lease_rate_change_pct": 3.07,
"occupancy_shift": 0.02,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.46
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.84
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.73,
"capital_availability": 0.34,
"demand_pressure": 0.798,
"entitlement_friction": 0.829,
"labor_shortage": 0.741,
"portfolio_tightness": 0.6,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-102049",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:04:00Z",
"trace_id": "26e54b9a-4651-45be-8bde-6069e5e7dc71"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": -0.006,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.379,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.24,
"battery_mwh": 3.31,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-D0A8018680",
"grid_service_limit_mw": 10.56,
"gross_sqft": 461373,
"infill_site": false,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.036,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.404,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.594,
"nearby_nodes": 4,
"network_redundancy_score": 0.405,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 29... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 80.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 66.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.46,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 0.8,
"rent_growth_90d_pct": 2.89,
"tenant_expansion_probability": 0.159
} | {
"annualized_noi_impact_usd": -246039,
"annualized_revenue_impact_usd": -333614,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 721030,
"expansion_capture_probability_post_event": 0.039,
"lease_rate_change_pct": -1.72,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.15
},
{
"action": "rebalance_carrier_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.562,
"capital_availability": 0.036,
"demand_pressure": 0.33,
"entitlement_friction": 0.594,
"labor_shortage": 1,
"portfolio_tightness": 0.581,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-102050",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:12:00Z",
"trace_id": "f0d5ea38-0093-40b2-9922-42730e1747c7"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.192,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.371,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.47,
"battery_mwh": 11.79,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 77,
"facility_id": "FAC-241CF21C4F",
"grid_service_limit_mw": 9.79,
"gross_sqft": 777900,
"infill_site": false,
"lease_expiry_months": 56,
"occu... | {
"capital_availability": 0.621,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.6,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.645,
"nearby_nodes": 7,
"network_redundancy_score": 0.527,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1976... | [
{
"appointment_fill_pct": 87,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 83,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.29,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.6,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 1.49,
"rent_growth_90d_pct": 0.83,
"tenant_expansion_probability": 0.324
} | {
"annualized_noi_impact_usd": -309285,
"annualized_revenue_impact_usd": -399838,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 60,
"estimated_capex_usd": 647347,
"expansion_capture_probability_post_event": 0.19,
"lease_rate_change_pct": -1.92,
"occupancy_shift": -0.012,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.41
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.98
},
{
"action": "de... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.943,
"capital_availability": 0.621,
"demand_pressure": 0.455,
"entitlement_friction": 0.645,
"labor_shortage": 0.824,
"portfolio_tightness": 0.664,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.873,
"id": "FORGE-102051",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:11:00Z",
"trace_id": "32e4da30-0ca6-4cbf-bc79-229ba135ce11"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.156,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.456,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.41,
"battery_mwh": 3.58,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-EC987D2392",
"grid_service_limit_mw": 16.21,
"gross_sqft": 1306290,
"infill_site": false,
"lease_expiry_months": 44,
"o... | {
"capital_availability": 0.37,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.722,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.622,
"nearby_nodes": 2,
"network_redundancy_score": 0.791,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 86.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"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": 2.19,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.1,
"occupancy_90d": 0.996,
"rent_growth_30d_pct": 2.12,
"rent_growth_90d_pct": 4.36,
"tenant_expansion_probability": 0.359
} | {
"annualized_noi_impact_usd": -85183,
"annualized_revenue_impact_usd": -111816,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 552329,
"expansion_capture_probability_post_event": 0.264,
"lease_rate_change_pct": 1.37,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.34
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.86
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.385,
"capital_availability": 0.37,
"demand_pressure": 0.658,
"entitlement_friction": 0.622,
"labor_shortage": 0.675,
"portfolio_tightness": 0.515,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-102052",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:25:00Z",
"trace_id": "2aa6d488-077c-46e7-99d0-b38be5a8b24a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.3,
"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": 0.054,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.378,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.4,
"battery_mwh": 12.17,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-DD0AB6C0A9",
"grid_service_limit_mw": 11.95,
"gross_sqft": 852984,
"infill_site": false,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.237,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.341,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.133,
"nearby_nodes": 4,
"network_redundancy_score": 0.877,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34.1,
"dock_utilization_pct": 81.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.68,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 2.11,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.4,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 2.86,
"rent_growth_90d_pct": 2.59,
"tenant_expansion_probability": 0.309
} | {
"annualized_noi_impact_usd": -47313,
"annualized_revenue_impact_usd": -62158,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 456306,
"expansion_capture_probability_post_event": 0.272,
"lease_rate_change_pct": -0.54,
"occupancy_shift": 0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.57
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.87
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.642,
"capital_availability": 0.237,
"demand_pressure": 0.436,
"entitlement_friction": 0.133,
"labor_shortage": 0.757,
"portfolio_tightness": 0.53,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-102053",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:18:00Z",
"trace_id": "1e2d90b5-2025-4a70-8adb-00f4ad01920a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.411,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.1,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.36,
"battery_mwh": 3,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-6FD5A11A7D",
"grid_service_limit_mw": 25.37,
"gross_sqft": 931109,
"infill_site": false,
"lease_expiry_months": 57,
"o... | {
"capital_availability": 0.218,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.526,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.193,
"nearby_nodes": 7,
"network_redundancy_score": 0.797,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 91.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 86.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.16,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.5,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 2.27,
"rent_growth_90d_pct": 0.99,
"tenant_expansion_probability": 0.614
} | {
"annualized_noi_impact_usd": 124631,
"annualized_revenue_impact_usd": 205467,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 476086,
"expansion_capture_probability_post_event": 0.526,
"lease_rate_change_pct": 0.96,
"occupancy_shift": 0.017,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.96
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.97
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.698,
"capital_availability": 0.218,
"demand_pressure": 0.682,
"entitlement_friction": 0.193,
"labor_shortage": 0.762,
"portfolio_tightness": 0.508,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-102054",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:41:00Z",
"trace_id": "6ec46e66-ff39-47b0-a62f-b550cc5fd24b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.111,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.266,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.38,
"battery_mwh": 7.77,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-E0B27F6032",
"grid_service_limit_mw": 12.51,
"gross_sqft": 1120818,
"infill_site": true,
"lease_expiry_months": 42,
"oc... | {
"capital_availability": 0.479,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.795,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.135,
"nearby_nodes": 5,
"network_redundancy_score": 0.319,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 89.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 84.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forec... | {
"build_vs_buy_score": 2.02,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.4,
"occupancy_90d": 0.888,
"rent_growth_30d_pct": 2.78,
"rent_growth_90d_pct": 3.36,
"tenant_expansion_probability": 0.342
} | {
"annualized_noi_impact_usd": -29804,
"annualized_revenue_impact_usd": -48843,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 381582,
"expansion_capture_probability_post_event": 0.273,
"lease_rate_change_pct": 0.77,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.41
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.83
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.479,
"demand_pressure": 0.57,
"entitlement_friction": 0.135,
"labor_shortage": 0.775,
"portfolio_tightness": 0.583,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-102055",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:37:00Z",
"trace_id": "c5626e62-489a-471e-bd8b-d2a17f0c2c02"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.343,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.4,
"battery_mwh": 7.05,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 139,
"facility_id": "FAC-1424E8CE74",
"grid_service_limit_mw": 18.09,
"gross_sqft": 1394959,
"infill_site": false,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.452,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.524,
"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.499,
"nearby_nodes": 8,
"network_redundancy_score": 0.793,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 115843... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.7,
"dock_utilization_pct": 86.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.714,
"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": 2.43,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.98,
"rent_growth_90d_pct": 4.69,
"tenant_expansion_probability": 0.658
} | {
"annualized_noi_impact_usd": 191730,
"annualized_revenue_impact_usd": 322109,
"cap_rate_pressure_pct": 0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 520689,
"expansion_capture_probability_post_event": 0.604,
"lease_rate_change_pct": 3.05,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 52.49
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.86
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.452,
"demand_pressure": 0.679,
"entitlement_friction": 0.499,
"labor_shortage": 0.611,
"portfolio_tightness": 0.469,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-102056",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:31:00Z",
"trace_id": "51a9d564-ffb3-4b8e-9fa2-5475af238c5f"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.315,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.287,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 10.14,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-54F3C3228E",
"grid_service_limit_mw": 14.87,
"gross_sqft": 583212,
"infill_site": false,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.555,
"cluster_utilization_pct": 0.937,
"competitive_pressure_score": 0.475,
"cross_node_rebalancing_capacity_pct": 0.112,
"entitlement_friction": 0.823,
"nearby_nodes": 4,
"network_redundancy_score": 0.651,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 87.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 47,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_ra... | {
"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": 2.28,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.6,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 2.67,
"rent_growth_90d_pct": 4,
"tenant_expansion_probability": 0.549
} | {
"annualized_noi_impact_usd": 104997,
"annualized_revenue_impact_usd": 158909,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 524294,
"expansion_capture_probability_post_event": 0.443,
"lease_rate_change_pct": 1.96,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 35.46
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 34.56
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.9,
"capital_availability": 0.555,
"demand_pressure": 0.668,
"entitlement_friction": 0.823,
"labor_shortage": 0.856,
"portfolio_tightness": 0.697,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-102057",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:09:00Z",
"trace_id": "d30b2a6b-6c82-40c5-ae19-989f92c7d105"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"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": 0.002,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.456,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.81,
"battery_mwh": 3.78,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-39C21EBB58",
"grid_service_limit_mw": 26.59,
"gross_sqft": 1066750,
"infill_site": true,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.109,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.324,
"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.558,
"nearby_nodes": 2,
"network_redundancy_score": 0.803,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 81.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"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": 2.12,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.6,
"occupancy_90d": 0.873,
"rent_growth_30d_pct": 0.78,
"rent_growth_90d_pct": 2.88,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -187671,
"annualized_revenue_impact_usd": -320033,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 534129,
"expansion_capture_probability_post_event": 0.082,
"lease_rate_change_pct": -0.98,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.89
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.82
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.52,
"capital_availability": 0.109,
"demand_pressure": 0.437,
"entitlement_friction": 0.558,
"labor_shortage": 0.776,
"portfolio_tightness": 0.5,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-102058",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:48:00Z",
"trace_id": "5ff3279a-efda-4238-ac02-f146dddb61ef"
} | {
"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": "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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.376,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.123,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.71,
"battery_mwh": 0.66,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 41,
"facility_id": "FAC-87D449A523",
"grid_service_limit_mw": 14.41,
"gross_sqft": 418879,
"infill_site": false,
"lease_expiry_months": 53,
"occu... | {
"capital_availability": 0.011,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.574,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.319,
"nearby_nodes": 2,
"network_redundancy_score": 0.377,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.1,
"dock_utilization_pct": 83.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 85.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.59,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.7,
"occupancy_90d": 0.898,
"rent_growth_30d_pct": 0.82,
"rent_growth_90d_pct": 3.33,
"tenant_expansion_probability": 0.506
} | {
"annualized_noi_impact_usd": 4337,
"annualized_revenue_impact_usd": 6075,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.4,
"lease_rate_change_pct": 2.27,
"occupancy_shift": 0.004,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.29
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.68
},
{
"action": "re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.789,
"capital_availability": 0.011,
"demand_pressure": 0.542,
"entitlement_friction": 0.319,
"labor_shortage": 0.529,
"portfolio_tightness": 0.449,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-102059",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:06:00Z",
"trace_id": "346c9cbd-77cf-48c4-a114-c293c3c4990f"
} | {
"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": 8.4,
"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": 0.013,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.354,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.79,
"battery_mwh": 8.84,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 42,
"facility_id": "FAC-6E6C7CCC2B",
"grid_service_limit_mw": 8.16,
"gross_sqft": 422575,
"infill_site": true,
"lease_expiry_months": 53,
"o... | {
"capital_availability": 0.592,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.338,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.36,
"nearby_nodes": 7,
"network_redundancy_score": 0.864,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 81.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 80.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.9,
"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_d... | {
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"rent_growth_30d_pct": 1.53,
"rent_growth_90d_pct": 3.7,
"tenant_expansion_probability": 0.178... | {
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"expansion_capture_probability_post_event": 0.066,
"lease_rate_change_pct": -0.85,
"occupancy_shift": -0.011,
"service_penalty_r... | {
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.73
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.602,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-102060",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:16:00Z",
"trace_id": "d8852c47-1981-4192-86ea-4f4ad30f91ea"
} | {
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"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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.311,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"building_class": "class_a_plus",
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"facility_id": "FAC-29D16B641D",
"grid_service_limit_mw": 18.81,
"gross_sqft": 1087505,
"infill_site": false,
"lease_expiry_months": 18,... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.387,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 807502,... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 81.7,
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"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fill_ra... | {
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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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"rent_growth_30d_pct": 1.36,
"rent_growth_90d_pct": 1.72,
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} | {
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"lease_rate_change_pct": -0.46,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
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{
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.07
},
{
"action": "activate_temp_labor",
"reason": ... | {
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"labor_shortage": 0.787,
"portfolio_tightness": 0.482,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.875,
"id": "FORGE-102061",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:36:00Z",
"trace_id": "0c262c0e-101e-4833-8b9d-6f2d51b3aed1"
} | {
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"market": "Los Angeles",
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.455,
"seasonality": 0.82,
"service_level_target": 0... | {
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"building_class": "class_a_plus",
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"gross_sqft": 989497,
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... | {
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"network_redundancy_score": 0.798,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"shift_fill_rate... | {
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"confidence_band": "very_high",
"forecast_pre... | {
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"rent_growth_30d_pct": 4.07,
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} | {
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"lease_rate_change_pct": 4.11,
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"service_penalty_risk_u... | {
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{
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"reason": "capture_growth,tenant_lock_in",
"score": 46.91
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 45.2
},
{
"action": "rebalance_carri... | {
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"labor_shortage": 0.872,
"portfolio_tightness": 0.623,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-102062",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:46:00Z",
"trace_id": "341ab6e7-d463-4eef-9d60-4c2b49a381d9"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
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"LOG-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"
}
} | {
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"retention_priority": "strategic",
"risk_of_churn": 0.081,
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"service_l... | {
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"facility_id": "FAC-C53D33AB63",
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"gross_sqft": 321008,
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... | {
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"network_redundancy_score": 0.562,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
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"dock_utilization_pct": 81.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill... | {
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"forecast... | {
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"rent_growth_90d_pct": 3.26,
"tenant_expansion_probability": 0.21... | {
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"service_penalty_risk_usd"... | {
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{
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.31
},
{
"action": "offer_preemptiv... | {
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"labor_shortage": 0.596,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-102063",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:36:00Z",
"trace_id": "a28c9704-e9f7-4249-a863-11af034c0b7b"
} | {
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"market": "New Jersey",
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"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"
},
{... | {
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"risk_taxonomy": [
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"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"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.458,
"seasonality": 0.33,
"ser... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-ED14202A49",
"grid_service_limit_mw": 11.65,
"gross_sqft": 1038363,
"infill_site": false,
"lease_expiry_months": 48,... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.323,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 130... | [
{
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"dock_utilization_pct": 80.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"shift_fill... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
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"rent_growth_90d_pct": 2.73,
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} | {
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"lease_rate_change_pct": -0.94,
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"service_penalty_r... | {
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{
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"score": 32.83
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.16
},
{
"action": "secure_pop_up... | {
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"labor_shortage": 0.859,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-102064",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:59:00Z",
"trace_id": "3159e443-71a3-4e0a-b462-d33f82b20b2a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
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"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.082,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 3.5,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-853824A42F",
"grid_service_limit_mw": 25.11,
"gross_sqft": 799366,
"infill_site": false,
"lease_expiry_months": 44,
"occu... | {
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"cluster_utilization_pct": 0.889,
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"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.291,
"nearby_nodes": 3,
"network_redundancy_score": 0.622,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2011304,
... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 89,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"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... | {
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"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 3.72,
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} | {
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"decision_horizon_days": 90,
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"lease_rate_change_pct": 2.94,
"occupancy_shift": 0.029,
"service_penalty_risk_... | {
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{
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"score": 36.39
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.21
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.841,
"entitlement_friction": 0.291,
"labor_shortage": 0.625,
"portfolio_tightness": 0.403,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-102065",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T16:28:00Z",
"trace_id": "0ac3121a-eb24-4225-8984-6562dc4ede91"
} | {
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"environment": "production_portfolio",
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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": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.184,
"seasonality": 0.82,
"service_level_targe... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-CD79D3870A",
"grid_service_limit_mw": 24.2,
"gross_sqft": 679144,
"infill_site": true,
"lease_expiry_months": 12,
"... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.732,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 154262... | [
{
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"dock_utilization_pct": 82.5,
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"power_load_pct_of_service_limit": 47.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 1.42,
"rent_growth_90d_pct": 0.93,
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} | {
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"lease_rate_change_pct": -1.03,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
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{
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"reason": "transport_flexibility",
"score": 29.65
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.16
},
{
"action": "escalate_utility_interconnect",
... | {
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"entitlement_friction": 0.171,
"labor_shortage": 0.561,
"portfolio_tightness": 0.487,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-102066",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:46:00Z",
"trace_id": "71710c25-1e1a-4259-8d63-cd8df80e9bcb"
} | {
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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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": 8.9,
"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": "high",
"risk_of_churn": 0.364,
"seasonality": 0.33,
"service... | {
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"battery_mwh": 10,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 132,
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"grid_service_limit_mw": 16.17,
"gross_sqft": 1329637,
"infill_site": true,
"lease_expiry_months": 13,
"occu... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.521,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 86.3,
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"power_load_pct_of_service_limit": 65.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_ra... | {
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"confidence_band": "very_high",
"foreca... | {
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"rent_growth_30d_pct": 2.1,
"rent_growth_90d_pct": 1.88,
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} | {
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"expansion_capture_probability_post_event": 0.16,
"lease_rate_change_pct": -1.87,
"occupancy_shift": 0.003,
"service_penalty_ris... | {
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{
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"reason": "labor_gap_mitigation",
"score": 38.36
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.44
},
{
"action": "secure_pop_up_capacity",
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"demand_pressure": 0.661,
"entitlement_friction": 0.821,
"labor_shortage": 0.998,
"portfolio_tightness": 0.555,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-102067",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:21:00Z",
"trace_id": "9cf1522c-74d8-4eea-8e13-e4b4a798f371"
} | {
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"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.09,
"seasonality": 0.49,
"service_level_tar... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": true,
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"facility_id": "FAC-253D267916",
"grid_service_limit_mw": 23.99,
"gross_sqft": 761319,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.584,
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"network_redundancy_score": 0.755,
"portfolio_cluster": "chicago_joliet",
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{
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"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.9,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"rent_growth_90d_pct": -1.5,
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} | {
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"annualized_revenue_impact_usd": -204828,
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"expansion_capture_probability_post_event": 0.153,
"lease_rate_change_pct": -3.77,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 41.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.3
},
{
"action": "lock_power_capacity_reserv... | {
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"demand_pressure": 0.379,
"entitlement_friction": 0.537,
"labor_shortage": 0.875,
"portfolio_tightness": 0.401,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-102068",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T18:13:00Z",
"trace_id": "7d7dbd5d-496d-43f8-a6fa-0252638b18c9"
} | {
"airport_proximity_km": 28,
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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"
} | {
"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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"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"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.056,
"seasonality": 0.33,
"ser... | {
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"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-25B6E9F811",
"grid_service_limit_mw": 23.95,
"gross_sqft": 645195,
"infill_site": true,
"lease_expiry_months": 18,
"occup... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.857,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 90.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_r... | {
"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": 2.06,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.52,
"rent_growth_90d_pct": 2.27,
"tenant_expansion_probability": 0.5... | {
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"lease_rate_change_pct": 1.67,
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"service_penalty_risk_usd... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.57
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.11
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.901,
"entitlement_friction": 0.209,
"labor_shortage": 0.673,
"portfolio_tightness": 0.412,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-102069",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:21:00Z",
"trace_id": "048a4e7b-e427-4f36-91b7-450276d44df1"
} | {
"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",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.304,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 5.36,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-8D08F8987A",
"grid_service_limit_mw": 15.14,
"gross_sqft": 860669,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.443,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.805,
"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.597,
"nearby_nodes": 2,
"network_redundancy_score": 0.408,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 87,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_rat... | {
"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": "moderate",
"forecas... | {
"build_vs_buy_score": 1.77,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.7,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 2.12,
"rent_growth_90d_pct": 1.54,
"tenant_expansion_probability": 0.247
} | {
"annualized_noi_impact_usd": -48519,
"annualized_revenue_impact_usd": -65504,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 415520,
"expansion_capture_probability_post_event": 0.172,
"lease_rate_change_pct": -1.29,
"occupancy_shift": 0.013,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.99
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.82
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.453,
"capital_availability": 0.443,
"demand_pressure": 0.716,
"entitlement_friction": 0.597,
"labor_shortage": 0.66,
"portfolio_tightness": 0.486,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-102070",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:09:00Z",
"trace_id": "e69af71f-d300-45ce-abdb-e2e567100777"
} | {
"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": 8.1,
"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": 0.333,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.344,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.19,
"battery_mwh": 10.34,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-AC7C8127BF",
"grid_service_limit_mw": 19.94,
"gross_sqft": 709274,
"infill_site": false,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.776,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.668,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.417,
"nearby_nodes": 7,
"network_redundancy_score": 0.49,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 684510,... | [
{
"appointment_fill_pct": 90.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.4,
"dock_utilization_pct": 85.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 47.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_rat... | {
"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": "very_high",
"fo... | {
"build_vs_buy_score": 1.99,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.7,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 1.62,
"rent_growth_90d_pct": 3.19,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 36016,
"annualized_revenue_impact_usd": 55792,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 469543,
"expansion_capture_probability_post_event": 0.477,
"lease_rate_change_pct": 2.35,
"occupancy_shift": 0.007,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.25
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.72
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.349,
"capital_availability": 0.776,
"demand_pressure": 0.679,
"entitlement_friction": 0.417,
"labor_shortage": 0.595,
"portfolio_tightness": 0.401,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.742,
"id": "FORGE-102071",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:02:00Z",
"trace_id": "a6cf447c-c0a2-42cc-af25-861d82b64446"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_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",
"expansion_request_open": false,
"growth_rate": 0.325,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.421,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.29,
"battery_mwh": 0.24,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 84,
"facility_id": "FAC-1ABB640DFB",
"grid_service_limit_mw": 22.02,
"gross_sqft": 841214,
"infill_site": false,
"lease_expiry_months": 53,
"occu... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.428,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.619,
"nearby_nodes": 5,
"network_redundancy_score": 0.425,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1346428,... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 83.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 78.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.72,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.03,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.1,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 1.86,
"rent_growth_90d_pct": 0.84,
"tenant_expansion_probability": 0.573
} | {
"annualized_noi_impact_usd": 46525,
"annualized_revenue_impact_usd": 72290,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 592365,
"expansion_capture_probability_post_event": 0.505,
"lease_rate_change_pct": -0.4,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.52
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.21
},
{
"action": "deploy_peak_shaving",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.599,
"capital_availability": 0.2,
"demand_pressure": 0.559,
"entitlement_friction": 0.619,
"labor_shortage": 0.759,
"portfolio_tightness": 0.393,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-102072",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T16:03:00Z",
"trace_id": "30d5dd76-76a0-4f70-9557-d68239dc4df3"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.6,
"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": 0.401,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.179,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.79,
"battery_mwh": 3.64,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 72,
"facility_id": "FAC-65253FCE97",
"grid_service_limit_mw": 15.5,
"gross_sqft": 723660,
"infill_site": true,
"lease_expiry_months": 24,
"o... | {
"capital_availability": 0.736,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.429,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.55,
"nearby_nodes": 2,
"network_redundancy_score": 0.423,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 55.6,
"dock_utilization_pct": 88.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.889,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.64,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.8,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 3.78,
"rent_growth_90d_pct": 2.66,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 71552,
"annualized_revenue_impact_usd": 93270,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 663517,
"expansion_capture_probability_post_event": 0.463,
"lease_rate_change_pct": 0.78,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 52.86
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 48.9
},
{
"action": "shift... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.383,
"capital_availability": 0.736,
"demand_pressure": 0.725,
"entitlement_friction": 0.55,
"labor_shortage": 0.982,
"portfolio_tightness": 0.668,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-102073",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:41:00Z",
"trace_id": "b1c88aff-ce54-4735-aad2-f0fbda01da3b"
} | {
"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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"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": 0.399,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.253,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.43,
"battery_mwh": 2.44,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-2212648042",
"grid_service_limit_mw": 7.16,
"gross_sqft": 1009107,
"infill_site": false,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.582,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.32,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.591,
"nearby_nodes": 2,
"network_redundancy_score": 0.569,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 592... | [
{
"appointment_fill_pct": 82.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.4,
"dock_utilization_pct": 87,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"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": 2.46,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 2.61,
"rent_growth_90d_pct": 1.61,
"tenant_expansion_probability": 0.642
} | {
"annualized_noi_impact_usd": 190096,
"annualized_revenue_impact_usd": 276647,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 512780,
"expansion_capture_probability_post_event": 0.544,
"lease_rate_change_pct": 1.05,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.34
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.83
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.564,
"capital_availability": 0.582,
"demand_pressure": 0.69,
"entitlement_friction": 0.591,
"labor_shortage": 0.81,
"portfolio_tightness": 0.582,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-102074",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:09:00Z",
"trace_id": "e29b138f-0a56-4024-9587-deeee08caf5c"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"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": 0.342,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.164,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.72,
"battery_mwh": 4.81,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-00C3AA579D",
"grid_service_limit_mw": 14.72,
"gross_sqft": 1135544,
"infill_site": true,
"lease_expiry_months": 68,
"oc... | {
"capital_availability": 0.496,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.269,
"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.846,
"nearby_nodes": 6,
"network_redundancy_score": 0.752,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 93.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 88.3,
"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",
"anomaly_score": 0.806,
"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": 2.45,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.4,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 2.67,
"rent_growth_90d_pct": 1.65,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 243113,
"annualized_revenue_impact_usd": 409159,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 442275,
"expansion_capture_probability_post_event": 0.509,
"lease_rate_change_pct": 0.49,
"occupancy_shift": 0.022,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.86
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.83
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.379,
"capital_availability": 0.496,
"demand_pressure": 0.766,
"entitlement_friction": 0.846,
"labor_shortage": 0.892,
"portfolio_tightness": 0.549,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-102075",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:20:00Z",
"trace_id": "20264ddb-9712-41df-9bea-e52454ecdc55"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.2,
"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": 0.349,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.276,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.82,
"battery_mwh": 8.68,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 90,
"facility_id": "FAC-1C09EC7310",
"grid_service_limit_mw": 13.72,
"gross_sqft": 900087,
"infill_site": true,
"lease_expiry_months": 53,
"occup... | {
"capital_availability": 0.029,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.616,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.708,
"nearby_nodes": 3,
"network_redundancy_score": 0.805,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 106305... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.1,
"dock_utilization_pct": 84.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 84.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.858,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.87,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.4,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 1.33,
"rent_growth_90d_pct": 3.43,
"tenant_expansion_probability": 0.511
} | {
"annualized_noi_impact_usd": -11004,
"annualized_revenue_impact_usd": -15804,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 684283,
"expansion_capture_probability_post_event": 0.37,
"lease_rate_change_pct": 0.97,
"occupancy_shift": 0,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.62
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.22
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.488,
"capital_availability": 0.029,
"demand_pressure": 0.608,
"entitlement_friction": 0.708,
"labor_shortage": 0.981,
"portfolio_tightness": 0.478,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-102076",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:23:00Z",
"trace_id": "572c5b04-4bcb-4a6f-b82f-017f7c024116"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.197,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.313,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.29,
"battery_mwh": 5.64,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-9B2F0C2A71",
"grid_service_limit_mw": 15.15,
"gross_sqft": 1066150,
"infill_site": false,
"lease_expiry_months": 29,... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.518,
"cross_node_rebalancing_capacity_pct": 0.04,
"entitlement_friction": 0.196,
"nearby_nodes": 5,
"network_redundancy_score": 0.876,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1098410,
... | [
{
"appointment_fill_pct": 90,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.9,
"dock_utilization_pct": 87.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.5,
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"rent_growth_30d_pct": 2.05,
"rent_growth_90d_pct": 3.24,
"tenant_expansion_probability": 0.372
} | {
"annualized_noi_impact_usd": -25486,
"annualized_revenue_impact_usd": -36400,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 357020,
"expansion_capture_probability_post_event": 0.299,
"lease_rate_change_pct": 1.27,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.4
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.13
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.889,
"capital_availability": 0,
"demand_pressure": 0.738,
"entitlement_friction": 0.196,
"labor_shortage": 0.718,
"portfolio_tightness": 0.48,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-102077",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:08:00Z",
"trace_id": "afafb14c-b6b2-45be-ac83-ec99e682a569"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.81,
"battery_mwh": 6.75,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 146,
"facility_id": "FAC-7DEC8C1F40",
"grid_service_limit_mw": 10.35,
"gross_sqft": 1461231,
"infill_site": false,
"lease_expiry_months": 43,
"o... | {
"capital_availability": 0.543,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.702,
"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.568,
"nearby_nodes": 5,
"network_redundancy_score": 0.738,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53.9,
"dock_utilization_pct": 87.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.4,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.827,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.65,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.2,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 3.65,
"rent_growth_90d_pct": 4.14,
"tenant_expansion_probability": 0.59
} | {
"annualized_noi_impact_usd": 349939,
"annualized_revenue_impact_usd": 564491,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 45,
"estimated_capex_usd": 691119,
"expansion_capture_probability_post_event": 0.475,
"lease_rate_change_pct": 1.95,
"occupancy_shift": 0.02,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.64
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.67
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.362,
"capital_availability": 0.543,
"demand_pressure": 0.671,
"entitlement_friction": 0.568,
"labor_shortage": 0.985,
"portfolio_tightness": 0.686,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-102078",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T14:11:00Z",
"trace_id": "d7203cfb-b3ac-4312-b878-d6bd13fa5418"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"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": 0.204,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.07,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.53,
"battery_mwh": 6.09,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-5E8EB73866",
"grid_service_limit_mw": 14.71,
"gross_sqft": 1111533,
"infill_site": true,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.29,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.372,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.412,
"nearby_nodes": 6,
"network_redundancy_score": 0.777,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 451565,... | [
{
"appointment_fill_pct": 80.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.7,
"dock_utilization_pct": 84.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 60.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.8,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 0.96,
"rent_growth_90d_pct": 2.57,
"tenant_expansion_probability": 0.349
} | {
"annualized_noi_impact_usd": -44871,
"annualized_revenue_impact_usd": -69580,
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"expansion_capture_probability_post_event": 0.239,
"lease_rate_change_pct": 0.04,
"occupancy_shift": 0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.64
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.18
},
{
"action": "reba... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.279,
"capital_availability": 0.29,
"demand_pressure": 0.606,
"entitlement_friction": 0.412,
"labor_shortage": 0.735,
"portfolio_tightness": 0.352,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-102079",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:47:00Z",
"trace_id": "8adf01b5-fda3-4099-9398-aff03e6790e5"
} | {
"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,
"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": 0.054,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.231,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.47,
"battery_mwh": 0.64,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 30,
"facility_id": "FAC-FE4CE5E68E",
"grid_service_limit_mw": 11.98,
"gross_sqft": 303067,
"infill_site": false,
"lease_expiry_months": 62,
"occ... | {
"capital_availability": 0.721,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.637,
"cross_node_rebalancing_capacity_pct": 0.088,
"entitlement_friction": 0.271,
"nearby_nodes": 7,
"network_redundancy_score": 0.565,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.7,
"dock_utilization_pct": 80.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 35.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.659,
"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": 2.24,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.3,
"occupancy_90d": 0.996,
"rent_growth_30d_pct": 2.7,
"rent_growth_90d_pct": 2.04,
"tenant_expansion_probability": 0.352
} | {
"annualized_noi_impact_usd": -4229,
"annualized_revenue_impact_usd": -6295,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 483780,
"expansion_capture_probability_post_event": 0.317,
"lease_rate_change_pct": -0.94,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.61
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.09
},
{
"action": "activate_temp_labor",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.282,
"capital_availability": 0.721,
"demand_pressure": 0.383,
"entitlement_friction": 0.271,
"labor_shortage": 0.802,
"portfolio_tightness": 0.501,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-102080",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:23:00Z",
"trace_id": "e4dfbbd1-1afc-48d9-a6a7-9464eeec76b2"
} | {
"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": "Network_Optimization",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.038,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.395,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.38,
"battery_mwh": 3.11,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-44B9F7784A",
"grid_service_limit_mw": 17.91,
"gross_sqft": 766718,
"infill_site": false,
"lease_expiry_months": 54,
"occ... | {
"capital_availability": 0.126,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.511,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.767,
"nearby_nodes": 6,
"network_redundancy_score": 0.72,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2105821... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39,
"dock_utilization_pct": 80.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.743,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.52,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.9,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": -1.09,
"rent_growth_90d_pct": 0.91,
"tenant_expansion_probability": 0.154
} | {
"annualized_noi_impact_usd": -144132,
"annualized_revenue_impact_usd": -242218,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 60,
"estimated_capex_usd": 547427,
"expansion_capture_probability_post_event": 0.053,
"lease_rate_change_pct": -2.26,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 35.29
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.77
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.997,
"capital_availability": 0.126,
"demand_pressure": 0.388,
"entitlement_friction": 0.767,
"labor_shortage": 0.69,
"portfolio_tightness": 0.412,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-102081",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:09:00Z",
"trace_id": "6a747909-3447-497e-83c6-bbc672691b29"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"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": 0.44,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.338,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.55,
"battery_mwh": 5.43,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-B9BACDB1CD",
"grid_service_limit_mw": 18.66,
"gross_sqft": 1149037,
"infill_site": false,
"lease_expiry_months": 23,... | {
"capital_availability": 0.198,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.714,
"cross_node_rebalancing_capacity_pct": 0.074,
"entitlement_friction": 0.468,
"nearby_nodes": 4,
"network_redundancy_score": 0.604,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 86.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.6,
"occupancy_90d": 0.892,
"rent_growth_30d_pct": 0.59,
"rent_growth_90d_pct": 1.04,
"tenant_expansion_probability": 0.591
... | {
"annualized_noi_impact_usd": 13699,
"annualized_revenue_impact_usd": 22960,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 588840,
"expansion_capture_probability_post_event": 0.492,
"lease_rate_change_pct": 1.08,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.36
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.49
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.737,
"capital_availability": 0.198,
"demand_pressure": 0.748,
"entitlement_friction": 0.468,
"labor_shortage": 0.628,
"portfolio_tightness": 0.306,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-102082",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:54:00Z",
"trace_id": "6b8a30a4-b8e3-41a6-8a4f-15c032485d30"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"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": 0.07,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.354,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.23,
"battery_mwh": 10.73,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 57,
"facility_id": "FAC-2D628CD6AB",
"grid_service_limit_mw": 18.87,
"gross_sqft": 578375,
"infill_site": false,
"lease_expiry_months": 68,
"occ... | {
"capital_availability": 0.078,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.462,
"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.646,
"nearby_nodes": 8,
"network_redundancy_score": 0.455,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 79.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 27.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 2.02,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.9,
"occupancy_90d": 0.865,
"rent_growth_30d_pct": -0.06,
"rent_growth_90d_pct": 0.12,
"tenant_expansion_probability": 0.168
} | {
"annualized_noi_impact_usd": -115738,
"annualized_revenue_impact_usd": -152150,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 60,
"estimated_capex_usd": 663482,
"expansion_capture_probability_post_event": 0.032,
"lease_rate_change_pct": -3.43,
"occupancy_shift": -0.018,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.01
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.59
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.648,
"capital_availability": 0.078,
"demand_pressure": 0.329,
"entitlement_friction": 0.646,
"labor_shortage": 0.809,
"portfolio_tightness": 0.498,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-102083",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:25:00Z",
"trace_id": "4e19f755-efd3-4455-a654-402579ea411e"
} | {
"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.142,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.164,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.76,
"battery_mwh": 1.52,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-B28E0DC0B3",
"grid_service_limit_mw": 15.97,
"gross_sqft": 744913,
"infill_site": true,
"lease_expiry_months": 32,
"occu... | {
"capital_availability": 0.238,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.736,
"cross_node_rebalancing_capacity_pct": 0.22,
"entitlement_friction": 0.489,
"nearby_nodes": 8,
"network_redundancy_score": 0.572,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.5,
"dock_utilization_pct": 85.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"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": 2.68,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.3,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 3.07,
"rent_growth_90d_pct": 2.29,
"tenant_expansion_probability": 0.387
} | {
"annualized_noi_impact_usd": -56156,
"annualized_revenue_impact_usd": -83359,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 517732,
"expansion_capture_probability_post_event": 0.294,
"lease_rate_change_pct": -0.41,
"occupancy_shift": 0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.75
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.16
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.304,
"capital_availability": 0.238,
"demand_pressure": 0.591,
"entitlement_friction": 0.489,
"labor_shortage": 0.862,
"portfolio_tightness": 0.64,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-102084",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:45:00Z",
"trace_id": "b6e68ae2-2114-4650-b4f2-0db8dbdd17e5"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.369,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.395,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.39,
"battery_mwh": 2.25,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-6058DF2295",
"grid_service_limit_mw": 22.28,
"gross_sqft": 433194,
"infill_site": false,
"lease_expiry_months": 8,
"occu... | {
"capital_availability": 0.882,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.377,
"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.641,
"nearby_nodes": 3,
"network_redundancy_score": 0.466,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 77.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 83.5,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 62.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.716,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.3,
"occupancy_90d": 0.948,
"rent_growth_30d_pct": 3.41,
"rent_growth_90d_pct": 5.56,
"tenant_expansion_probability": 0.695... | {
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"annualized_revenue_impact_usd": 40067,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 629539,
"expansion_capture_probability_post_event": 0.623,
"lease_rate_change_pct": 3.28,
"occupancy_shift": 0.01,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 50.68
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.75
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.882,
"demand_pressure": 0.501,
"entitlement_friction": 0.641,
"labor_shortage": 0.947,
"portfolio_tightness": 0.585,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-102085",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:34:00Z",
"trace_id": "32a4d638-da25-428c-8ae6-de57b1374842"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"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": 0.389,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.083,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.36,
"battery_mwh": 8.82,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 91,
"facility_id": "FAC-2CFDBFE3DC",
"grid_service_limit_mw": 14.47,
"gross_sqft": 919003,
"infill_site": false,
"lease_expiry_months": 13,
"occu... | {
"capital_availability": 0.308,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.787,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.358,
"nearby_nodes": 6,
"network_redundancy_score": 0.371,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 191361... | [
{
"appointment_fill_pct": 79.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.1,
"dock_utilization_pct": 84.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.06,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.2,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 1.86,
"rent_growth_90d_pct": 0.54,
"tenant_expansion_probability": 0.598
} | {
"annualized_noi_impact_usd": 66559,
"annualized_revenue_impact_usd": 96160,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 429078,
"expansion_capture_probability_post_event": 0.507,
"lease_rate_change_pct": 0.59,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.56
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.73
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.308,
"demand_pressure": 0.568,
"entitlement_friction": 0.358,
"labor_shortage": 0.54,
"portfolio_tightness": 0.497,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-102086",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:09:00Z",
"trace_id": "b451eb01-fd30-42de-a610-b9f3a597a26d"
} | {
"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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
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"LOG-QLT-002",
"LOG-RET-009"
],
"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": 0.136,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.463,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.75,
"battery_mwh": 0.82,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-B3C217823D",
"grid_service_limit_mw": 14.85,
"gross_sqft": 714025,
"infill_site": true,
"lease_expiry_months": 49,
"occu... | {
"capital_availability": 0.97,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.365,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.5,
"nearby_nodes": 8,
"network_redundancy_score": 0.343,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1582... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 33.4,
"dock_utilization_pct": 81.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.654,
"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": 2.03,
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"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.3,
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"rent_growth_30d_pct": 1.59,
"rent_growth_90d_pct": 3.45,
"tenant_expansion_probability": 0.419
} | {
"annualized_noi_impact_usd": 14861,
"annualized_revenue_impact_usd": 23553,
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"decision_horizon_days": 30,
"estimated_capex_usd": 518134,
"expansion_capture_probability_post_event": 0.387,
"lease_rate_change_pct": 1.03,
"occupancy_shift": 0.009,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.84
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.19
},
{
"action": "hold_service_levels... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.154,
"capital_availability": 0.97,
"demand_pressure": 0.481,
"entitlement_friction": 0.5,
"labor_shortage": 0.554,
"portfolio_tightness": 0.313,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-102087",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:54:00Z",
"trace_id": "3298c23f-0b5a-46c9-a804-a1404d34301d"
} | {
"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": 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": 0.061,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.093,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.25,
"battery_mwh": 4.52,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-01AF1E6F0C",
"grid_service_limit_mw": 11.29,
"gross_sqft": 505876,
"infill_site": false,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.352,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.421,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.618,
"nearby_nodes": 8,
"network_redundancy_score": 0.741,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.2,
"dock_utilization_pct": 77.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"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": 1.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.4,
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"rent_growth_30d_pct": -0.94,
"rent_growth_90d_pct": -2.15,
"tenant_expansion_probability": 0.18... | {
"annualized_noi_impact_usd": -98918,
"annualized_revenue_impact_usd": -128118,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 60,
"estimated_capex_usd": 675395,
"expansion_capture_probability_post_event": 0.064,
"lease_rate_change_pct": -4.67,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.16
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 26.38
},
{
"action": "activate_temp_labor... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.283,
"capital_availability": 0.352,
"demand_pressure": 0.242,
"entitlement_friction": 0.618,
"labor_shortage": 0.663,
"portfolio_tightness": 0.373,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-102088",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:21:00Z",
"trace_id": "965ab256-6bca-44fb-851c-0fbf7b357199"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.256,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.147,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.31,
"battery_mwh": 0.66,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-BF3BDC278F",
"grid_service_limit_mw": 13.95,
"gross_sqft": 1104783,
"infill_site": false,
"lease_expiry_months": 32,
"o... | {
"capital_availability": 0.649,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.663,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.565,
"nearby_nodes": 6,
"network_redundancy_score": 0.677,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 91.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.1,
"dock_utilization_pct": 84,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 65.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.59,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.8,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 0.72,
"rent_growth_90d_pct": 2.94,
"tenant_expansion_probability": 0.426
} | {
"annualized_noi_impact_usd": 44417,
"annualized_revenue_impact_usd": 68074,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 658575,
"expansion_capture_probability_post_event": 0.323,
"lease_rate_change_pct": 0.88,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.27
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.08
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.59,
"capital_availability": 0.649,
"demand_pressure": 0.574,
"entitlement_friction": 0.565,
"labor_shortage": 0.752,
"portfolio_tightness": 0.42,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.736,
"id": "FORGE-102089",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:17:00Z",
"trace_id": "0e9a696d-6eb8-4d34-808e-0e59f7d8a98d"
} | {
"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": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.032,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.244,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.65,
"battery_mwh": 8.6,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-453E75CB45",
"grid_service_limit_mw": 27.69,
"gross_sqft": 953886,
"infill_site": true,
"lease_expiry_months": 35,
"occup... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.874,
"competitive_pressure_score": 0.671,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.135,
"nearby_nodes": 2,
"network_redundancy_score": 0.759,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34,
"dock_utilization_pct": 79.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.735,
"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": 2.12,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87,
"occupancy_90d": 0.986,
"rent_growth_30d_pct": 0.45,
"rent_growth_90d_pct": -0.63,
"tenant_expansion_probability": 0.158
} | {
"annualized_noi_impact_usd": -242004,
"annualized_revenue_impact_usd": -352777,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 60,
"estimated_capex_usd": 574764,
"expansion_capture_probability_post_event": 0.074,
"lease_rate_change_pct": -2.97,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.65
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 24.91
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.865,
"capital_availability": 0,
"demand_pressure": 0.291,
"entitlement_friction": 0.135,
"labor_shortage": 0.592,
"portfolio_tightness": 0.546,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.728,
"id": "FORGE-102090",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:23:00Z",
"trace_id": "055a15d2-04f3-4caf-b1ce-8d27e5f5e12e"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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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": 0.48,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.51,
"battery_mwh": 9.49,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-256C07DDA1",
"grid_service_limit_mw": 23.51,
"gross_sqft": 1276038,
"infill_site": false,
"lease_expiry_months": 19,... | {
"capital_availability": 0.754,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.592,
"cross_node_rebalancing_capacity_pct": 0.143,
"entitlement_friction": 0.515,
"nearby_nodes": 4,
"network_redundancy_score": 0.517,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 216499... | [
{
"appointment_fill_pct": 74.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 30.3,
"dock_utilization_pct": 80.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 35.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.7,
"shift_fill_ra... | {
"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": 2.13,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.9,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 1.74,
"rent_growth_90d_pct": 0.8,
"tenant_expansion_probability": 0.266
} | {
"annualized_noi_impact_usd": -124006,
"annualized_revenue_impact_usd": -178415,
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"decision_horizon_days": 30,
"estimated_capex_usd": 351554,
"expansion_capture_probability_post_event": 0.238,
"lease_rate_change_pct": -1.93,
"occupancy_shift": 0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 25.26
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 25.15
},
{
"action": "defer_noncritical_projects",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.754,
"demand_pressure": 0.369,
"entitlement_friction": 0.515,
"labor_shortage": 0.52,
"portfolio_tightness": 0.481,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-102091",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:54:00Z",
"trace_id": "ee3c87c7-25f3-4768-8ab1-18e3e69644d2"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.011,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.496,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.49,
"battery_mwh": 4.52,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-0326A623BE",
"grid_service_limit_mw": 7.74,
"gross_sqft": 383211,
"infill_site": false,
"lease_expiry_months": 22,
"occu... | {
"capital_availability": 0.34,
"cluster_utilization_pct": 0.847,
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"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.455,
"nearby_nodes": 5,
"network_redundancy_score": 0.754,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 868... | [
{
"appointment_fill_pct": 81,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_rate_p... | {
"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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"rent_growth_30d_pct": 1.7,
"rent_growth_90d_pct": 2.79,
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} | {
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"expansion_capture_probability_post_event": 0.118,
"lease_rate_change_pct": -1.22,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.18
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.18
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.34,
"demand_pressure": 0.413,
"entitlement_friction": 0.455,
"labor_shortage": 1,
"portfolio_tightness": 0.62,
"power_... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-102092",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:26:00Z",
"trace_id": "bcad4453-9b39-4cc8-9b73-c013f622c4a7"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.329,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.27,
"battery_mwh": 2.43,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-B365BBFE81",
"grid_service_limit_mw": 11.54,
"gross_sqft": 1068582,
"infill_site": true,
"lease_expiry_months": 52,
"oc... | {
"capital_availability": 0.849,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.633,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.305,
"nearby_nodes": 7,
"network_redundancy_score": 0.766,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 82.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.7,
"dock_utilization_pct": 79.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 63.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.695,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.58,
"rent_growth_90d_pct": 2.39,
"tenant_expansion_probability": 0.286
} | {
"annualized_noi_impact_usd": -86389,
"annualized_revenue_impact_usd": -122877,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 699221,
"expansion_capture_probability_post_event": 0.226,
"lease_rate_change_pct": -1.34,
"occupancy_shift": 0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.94
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.12
},
{
"action": "rebalance_carrier_m... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.333,
"capital_availability": 0.849,
"demand_pressure": 0.361,
"entitlement_friction": 0.305,
"labor_shortage": 0.925,
"portfolio_tightness": 0.389,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-102093",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T18:03:00Z",
"trace_id": "003cf84b-a49a-464f-8583-65d4db667717"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"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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"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.182,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.24,
"battery_mwh": 7.44,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-E3594DFEA7",
"grid_service_limit_mw": 10.83,
"gross_sqft": 529858,
"infill_site": false,
"lease_expiry_months": 44,
"occ... | {
"capital_availability": 0.663,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.403,
"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.548,
"nearby_nodes": 2,
"network_redundancy_score": 0.345,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 92... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.3,
"dock_utilization_pct": 86.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"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": 2.51,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.13,
"rent_growth_90d_pct": 2.12,
"tenant_expansion_probability": 0.628
} | {
"annualized_noi_impact_usd": 43498,
"annualized_revenue_impact_usd": 56060,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.525,
"lease_rate_change_pct": 1.36,
"occupancy_shift": 0,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.41
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.56
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.62,
"capital_availability": 0.663,
"demand_pressure": 0.643,
"entitlement_friction": 0.548,
"labor_shortage": 0.724,
"portfolio_tightness": 0.68,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-102094",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:15:00Z",
"trace_id": "a7cca8d3-cf01-4ec8-a5ff-f8f775b217d5"
} | {
"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",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.436,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 3.47,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-AA12BA65D9",
"grid_service_limit_mw": 20.6,
"gross_sqft": 235881,
"infill_site": false,
"lease_expiry_months": 56,
"occu... | {
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"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.495,
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"nearby_nodes": 2,
"network_redundancy_score": 0.644,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 4... | [
{
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"dock_utilization_pct": 80.4,
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fill_r... | {
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"confidence_band": "very_high",
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"rent_growth_30d_pct": 1.23,
"rent_growth_90d_pct": 2.81,
"tenant_expansion_probability": 0.229... | {
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"lease_rate_change_pct": -1.03,
"occupancy_shift": -0.013,
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{
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.57
},
{
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-102095",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:29:00Z",
"trace_id": "cd7de310-e26f-496a-a031-a5382c3c6293"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
"class": "Labor_Constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.372,
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"service... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-08BD0E9805",
"grid_service_limit_mw": 10.36,
"gross_sqft": 1076575,
"infill_site": false,
"lease_expiry_months": 57,... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.573,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
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"power_load_pct_of_service_limit": 34.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.5,
"shift_fill_... | {
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"confidence_band": "high",
"forecast_... | {
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"rent_growth_30d_pct": 3.24,
"rent_growth_90d_pct": 3.56,
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} | {
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"expansion_capture_probability_post_event": 0.463,
"lease_rate_change_pct": 0.46,
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"service_penalty_risk_... | {
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"score": 30.34
},
{
"action": "shift_overflow_to_satellite",
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"score": 29.39
},
{
... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.619,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-102096",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:15:00Z",
"trace_id": "f58ad5d9-3eb4-430b-bf6a-a6b9fbe00ad8"
} | {
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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": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"risk_taxonomy": [
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"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"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.235,
"seasonality": 0.33,
"se... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-8B6D0A900B",
"grid_service_limit_mw": 8.92,
"gross_sqft": 976282,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.589,
"cluster_utilization_pct": 0.841,
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"nearby_nodes": 7,
"network_redundancy_score": 0.533,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 2014... | [
{
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"dock_utilization_pct": 80.6,
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"power_load_pct_of_service_limit": 64.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_... | {
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"confidence_band": "moderate",
"forec... | {
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"rent_growth_30d_pct": 1.18,
"rent_growth_90d_pct": 2.54,
"tenant_expansion_probability": 0.382
} | {
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"expansion_capture_probability_post_event": 0.273,
"lease_rate_change_pct": -0.24,
"occupancy_shift": -0.005,
"service_penalty_r... | {
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{
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"score": 36.26
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.99
},
{
"action": "secure_pop_up_ca... | {
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"entitlement_friction": 0.66,
"labor_shortage": 0.864,
"portfolio_tightness": 0.655,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-102097",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:09:00Z",
"trace_id": "b5365bdf-fc67-4d53-b3b8-d52aae5a4814"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"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"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.231,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 11.07,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-0F3E211B1B",
"grid_service_limit_mw": 11.81,
"gross_sqft": 950066,
"infill_site": false,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.258,
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"nearby_nodes": 5,
"network_redundancy_score": 0.732,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 87.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"rent_growth_30d_pct": 2.61,
"rent_growth_90d_pct": 4.24,
"tenant_expansion_probability": 0.699... | {
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"lease_rate_change_pct": 3.3,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
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{
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"reason": "capture_growth,tenant_lock_in",
"score": 47.18
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.18
},
{
"action": "rebalance_carr... | {
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"capital_availability": 0.258,
"demand_pressure": 0.702,
"entitlement_friction": 0.761,
"labor_shortage": 0.853,
"portfolio_tightness": 0.633,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-102098",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:32:00Z",
"trace_id": "53e26919-da77-4f70-9256-15adbe7645ba"
} | {
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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",
"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",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.259,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 4.83,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 29,
"facility_id": "FAC-8D13FA6447",
"grid_service_limit_mw": 19.37,
"gross_sqft": 293966,
"infill_site": true,
"lease_expiry_months": 35,
"occu... | {
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"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.478,
"nearby_nodes": 6,
"network_redundancy_score": 0.419,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2154393... | [
{
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"dock_utilization_pct": 82.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 48.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.2,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 0.1,
"rent_growth_90d_pct": 1.64,
"tenant_expansion_probability": 0.321
} | {
"annualized_noi_impact_usd": -32763,
"annualized_revenue_impact_usd": -45415,
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"expansion_capture_probability_post_event": 0.223,
"lease_rate_change_pct": -0.84,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.94
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.64
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.575,
"capital_availability": 0.153,
"demand_pressure": 0.496,
"entitlement_friction": 0.478,
"labor_shortage": 0.867,
"portfolio_tightness": 0.375,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.749,
"id": "FORGE-102099",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:56:00Z",
"trace_id": "cb347fd4-f02f-4191-984a-989d4392fa2c"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7,
"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": 0.097,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.297,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.63,
"battery_mwh": 7.11,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 131,
"facility_id": "FAC-AA1336FD8F",
"grid_service_limit_mw": 18.21,
"gross_sqft": 1315696,
"infill_site": true,
"lease_expiry_months": 22,
"oc... | {
"capital_availability": 0.951,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.405,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.418,
"nearby_nodes": 8,
"network_redundancy_score": 0.807,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 73.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 28.8,
"dock_utilization_pct": 80.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.656,
"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": 2.53,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 88.7,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 1.82,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -30839,
"annualized_revenue_impact_usd": -48291,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 451175,
"expansion_capture_probability_post_event": 0.307,
"lease_rate_change_pct": -0.7,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.01
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.8
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.221,
"capital_availability": 0.951,
"demand_pressure": 0.398,
"entitlement_friction": 0.418,
"labor_shortage": 0.481,
"portfolio_tightness": 0.415,
... |
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