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": 0.868,
"id": "FORGE-103300",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:46:00Z",
"trace_id": "02ffbd89-d964-4900-aa7a-736f1fd03e1d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.193,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.293,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.43,
"battery_mwh": 12.18,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-F8453143AE",
"grid_service_limit_mw": 17.42,
"gross_sqft": 160000,
"infill_site": true,
"lease_expiry_months": 40,
"occ... | {
"capital_availability": 0.722,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.319,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.382,
"nearby_nodes": 3,
"network_redundancy_score": 0.77,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 73.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 79.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"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": 1.78,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.2,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": -0.55,
"rent_growth_90d_pct": 0.65,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -31371,
"annualized_revenue_impact_usd": -49969,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 645697,
"expansion_capture_probability_post_event": 0.204,
"lease_rate_change_pct": -1.57,
"occupancy_shift": -0.013,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.15
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.59
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.227,
"capital_availability": 0.722,
"demand_pressure": 0.345,
"entitlement_friction": 0.382,
"labor_shortage": 0.761,
"portfolio_tightness": 0.313,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-103301",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:26:00Z",
"trace_id": "e572bf42-636f-4496-82d0-155a4c6188a1"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.39,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.331,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.43,
"battery_mwh": 10.07,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-95BC81F10D",
"grid_service_limit_mw": 16.45,
"gross_sqft": 350767,
"infill_site": true,
"lease_expiry_months": 68,
"occ... | {
"capital_availability": 0.22,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.64,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.128,
"nearby_nodes": 8,
"network_redundancy_score": 0.617,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 91.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.6,
"dock_utilization_pct": 84.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.836,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.69,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.4,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 1.34,
"rent_growth_90d_pct": 0,
"tenant_expansion_probability": 0.528
} | {
"annualized_noi_impact_usd": -5890,
"annualized_revenue_impact_usd": -8760,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 30,
"estimated_capex_usd": 600941,
"expansion_capture_probability_post_event": 0.417,
"lease_rate_change_pct": -0.5,
"occupancy_shift": -0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.26
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.44
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.891,
"capital_availability": 0.22,
"demand_pressure": 0.584,
"entitlement_friction": 0.128,
"labor_shortage": 0.864,
"portfolio_tightness": 0.477,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-103302",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:47:00Z",
"trace_id": "03319773-c62b-4ada-8c8f-e0de8a55c56b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": -0.015,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.184,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.51,
"battery_mwh": 11.83,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-0A70AEAAA2",
"grid_service_limit_mw": 23.61,
"gross_sqft": 1135761,
"infill_site": true,
"lease_expiry_months": 33,... | {
"capital_availability": 0.712,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.429,
"cross_node_rebalancing_capacity_pct": 0.168,
"entitlement_friction": 0.401,
"nearby_nodes": 6,
"network_redundancy_score": 0.572,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.9,
"dock_utilization_pct": 77.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.751,
"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": 2.31,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.8,
"occupancy_90d": 0.982,
"rent_growth_30d_pct": 0.25,
"rent_growth_90d_pct": 0.54,
"tenant_expansion_probability": 0.138
} | {
"annualized_noi_impact_usd": -222235,
"annualized_revenue_impact_usd": -358703,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 536406,
"expansion_capture_probability_post_event": 0.026,
"lease_rate_change_pct": -3.03,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.41
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 35.88
},
{
"action": "rebalance_carrier_m... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.31,
"capital_availability": 0.712,
"demand_pressure": 0.192,
"entitlement_friction": 0.401,
"labor_shortage": 0.699,
"portfolio_tightness": 0.526,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-103303",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:26:00Z",
"trace_id": "e23a7867-45f0-4554-802f-0e3d543d7c75"
} | {
"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": 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": 0.061,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.211,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.78,
"battery_mwh": 10.24,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-0B1E121AD5",
"grid_service_limit_mw": 26.96,
"gross_sqft": 1303864,
"infill_site": true,
"lease_expiry_months": 8,
"oc... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.371,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.17,
"nearby_nodes": 7,
"network_redundancy_score": 0.5,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sqft"... | [
{
"appointment_fill_pct": 77.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 83.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"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": 2.1,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.7,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 1.34,
"rent_growth_90d_pct": 3.09,
"tenant_expansion_probability": 0.216
} | {
"annualized_noi_impact_usd": -170248,
"annualized_revenue_impact_usd": -219486,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 419332,
"expansion_capture_probability_post_event": 0.137,
"lease_rate_change_pct": 0,
"occupancy_shift": 0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.52
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.55
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.836,
"capital_availability": 0,
"demand_pressure": 0.518,
"entitlement_friction": 0.17,
"labor_shortage": 0.729,
"portfolio_tightness": 0.516,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-103304",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:25:00Z",
"trace_id": "7a546a94-6021-477b-8345-4b1dae61ee48"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.422,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.453,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.38,
"battery_mwh": 12.06,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-5AA1AB965A",
"grid_service_limit_mw": 10.73,
"gross_sqft": 1134592,
"infill_site": false,
"lease_expiry_months": 72... | {
"capital_availability": 0.066,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.401,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.184,
"nearby_nodes": 5,
"network_redundancy_score": 0.785,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 94,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 54.4,
"dock_utilization_pct": 88.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.861,
"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": 1.74,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.8,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 2.05,
"rent_growth_90d_pct": 2.44,
"tenant_expansion_probability": 0.606
} | {
"annualized_noi_impact_usd": 22220,
"annualized_revenue_impact_usd": 37511,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 586647,
"expansion_capture_probability_post_event": 0.511,
"lease_rate_change_pct": 1.87,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 45.23
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.08
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.448,
"capital_availability": 0.066,
"demand_pressure": 0.857,
"entitlement_friction": 0.184,
"labor_shortage": 0.856,
"portfolio_tightness": 0.326,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-103305",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T14:31:00Z",
"trace_id": "668b3d5f-a5bb-4974-a3c6-a8019915551a"
} | {
"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": 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": 0.102,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.364,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.35,
"battery_mwh": 4.14,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-8774AE5556",
"grid_service_limit_mw": 16.62,
"gross_sqft": 1002107,
"infill_site": false,
"lease_expiry_months": 52,
"o... | {
"capital_availability": 0.095,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.668,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.316,
"nearby_nodes": 4,
"network_redundancy_score": 0.392,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.6,
"dock_utilization_pct": 82.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.3,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"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": 1.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.9,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 0.42,
"rent_growth_90d_pct": -0.34,
"tenant_expansion_probability": 0.234... | {
"annualized_noi_impact_usd": -179570,
"annualized_revenue_impact_usd": -236086,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 30,
"estimated_capex_usd": 553744,
"expansion_capture_probability_post_event": 0.143,
"lease_rate_change_pct": -2.45,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.77
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 27.07
},
{
"action": "rebalance_carrier_mix",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.827,
"capital_availability": 0.095,
"demand_pressure": 0.473,
"entitlement_friction": 0.316,
"labor_shortage": 0.685,
"portfolio_tightness": 0.449,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-103306",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:51:00Z",
"trace_id": "a8c0e2fa-c581-4149-ac56-ba2a2532ba78"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": -0.011,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.168,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.52,
"battery_mwh": 11.56,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-FA323F8F72",
"grid_service_limit_mw": 11.4,
"gross_sqft": 1150468,
"infill_site": false,
"lease_expiry_months": 60,
"o... | {
"capital_availability": 0.057,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.572,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.432,
"nearby_nodes": 6,
"network_redundancy_score": 0.841,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 40... | [
{
"appointment_fill_pct": 74,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 79.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"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": 1.65,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.8,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": -0.81,
"rent_growth_90d_pct": -2.06,
"tenant_expansion_probability": 0.138
} | {
"annualized_noi_impact_usd": -232080,
"annualized_revenue_impact_usd": -364227,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 90,
"estimated_capex_usd": 594312,
"expansion_capture_probability_post_event": 0.043,
"lease_rate_change_pct": -4.75,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.43
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.01
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.454,
"capital_availability": 0.057,
"demand_pressure": 0.344,
"entitlement_friction": 0.432,
"labor_shortage": 0.836,
"portfolio_tightness": 0.327,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.755,
"id": "FORGE-103307",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:27:00Z",
"trace_id": "4c3dd96a-b390-419d-ae7d-30a15735b004"
} | {
"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": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.11,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.244,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.68,
"battery_mwh": 1.14,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-CB3146289C",
"grid_service_limit_mw": 17.83,
"gross_sqft": 937843,
"infill_site": true,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.759,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.802,
"cross_node_rebalancing_capacity_pct": 0.168,
"entitlement_friction": 0.285,
"nearby_nodes": 5,
"network_redundancy_score": 0.487,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 30.5,
"dock_utilization_pct": 85.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.673,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.69,
"rent_growth_90d_pct": 4.99,
"tenant_expansion_probability": 0.363
} | {
"annualized_noi_impact_usd": 58856,
"annualized_revenue_impact_usd": 95898,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 338025,
"expansion_capture_probability_post_event": 0.343,
"lease_rate_change_pct": 2.3,
"occupancy_shift": 0.023,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.77
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.74
},
{
"action": "monit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.45,
"capital_availability": 0.759,
"demand_pressure": 0.687,
"entitlement_friction": 0.285,
"labor_shortage": 0.424,
"portfolio_tightness": 0.34,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-103308",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:38:00Z",
"trace_id": "e5c5a78d-adc7-4d0f-85c9-189a0c5744b8"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.328,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.38,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.48,
"battery_mwh": 1.95,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 114,
"facility_id": "FAC-19E97D890C",
"grid_service_limit_mw": 9.36,
"gross_sqft": 1141270,
"infill_site": true,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.086,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.335,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.581,
"nearby_nodes": 3,
"network_redundancy_score": 0.593,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 29... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.1,
"dock_utilization_pct": 86,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.841,
"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": 2.44,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.1,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 2.51,
"rent_growth_90d_pct": 4.23,
"tenant_expansion_probability": 0.516
} | {
"annualized_noi_impact_usd": 41218,
"annualized_revenue_impact_usd": 57871,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 670207,
"expansion_capture_probability_post_event": 0.391,
"lease_rate_change_pct": 1.79,
"occupancy_shift": -0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.44
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.7
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.662,
"capital_availability": 0.086,
"demand_pressure": 0.625,
"entitlement_friction": 0.581,
"labor_shortage": 0.913,
"portfolio_tightness": 0.626,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-103309",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:13:00Z",
"trace_id": "c53fdff8-55ba-43b0-8b69-0ed51e2b47e7"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.014,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.169,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.28,
"battery_mwh": 6.12,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-4DB4CFE5BA",
"grid_service_limit_mw": 21.56,
"gross_sqft": 1087907,
"infill_site": true,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.22,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.366,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.395,
"nearby_nodes": 4,
"network_redundancy_score": 0.326,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.5,
"dock_utilization_pct": 77.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 71.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.3,
"occupancy_90d": 0.891,
"rent_growth_30d_pct": -1.04,
"rent_growth_90d_pct": 0.11,
"tenant_expansion_probability": 0.069
} | {
"annualized_noi_impact_usd": -338264,
"annualized_revenue_impact_usd": -540367,
"cap_rate_pressure_pct": -0.32,
"decision_horizon_days": 60,
"estimated_capex_usd": 581730,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.55,
"occupancy_shift": -0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.52
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.53
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.81,
"capital_availability": 0.22,
"demand_pressure": 0.213,
"entitlement_friction": 0.395,
"labor_shortage": 0.745,
"portfolio_tightness": 0.438,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-103310",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:16:00Z",
"trace_id": "1338ece9-4ae5-4fe8-9b1b-4f292eea791d"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.301,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.062,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.49,
"battery_mwh": 8.07,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-43D778F52A",
"grid_service_limit_mw": 18.08,
"gross_sqft": 594301,
"infill_site": true,
"lease_expiry_months": 68,
"occu... | {
"capital_availability": 0.79,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.703,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.559,
"nearby_nodes": 7,
"network_redundancy_score": 0.844,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1002569... | [
{
"appointment_fill_pct": 91.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.1,
"dock_utilization_pct": 88.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_rat... | {
"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": "very_high",
"foreca... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.6,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 2.57,
"rent_growth_90d_pct": 2.16,
"tenant_expansion_probability": 0.538
} | {
"annualized_noi_impact_usd": 44577,
"annualized_revenue_impact_usd": 60592,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 548953,
"expansion_capture_probability_post_event": 0.457,
"lease_rate_change_pct": 1.19,
"occupancy_shift": 0.027,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.95
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.1
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.272,
"capital_availability": 0.79,
"demand_pressure": 0.812,
"entitlement_friction": 0.559,
"labor_shortage": 0.612,
"portfolio_tightness": 0.446,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-103311",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:05:00Z",
"trace_id": "a865ecdb-b5b1-434b-9365-2334e91efd03"
} | {
"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.194,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.257,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.46,
"battery_mwh": 0.71,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-07A9B36175",
"grid_service_limit_mw": 13.12,
"gross_sqft": 892529,
"infill_site": false,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.119,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.677,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.8,
"nearby_nodes": 4,
"network_redundancy_score": 0.527,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 128896,
... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.4,
"dock_utilization_pct": 83.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 50.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"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": 1.53,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.7,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": -0.33,
"rent_growth_90d_pct": 1.09,
"tenant_expansion_probability": 0.32... | {
"annualized_noi_impact_usd": -100060,
"annualized_revenue_impact_usd": -138388,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 30,
"estimated_capex_usd": 671981,
"expansion_capture_probability_post_event": 0.204,
"lease_rate_change_pct": -1.38,
"occupancy_shift": 0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 36.47
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.33
},
{
"action": "rebalance_carrier_mix",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.919,
"capital_availability": 0.119,
"demand_pressure": 0.575,
"entitlement_friction": 0.8,
"labor_shortage": 0.842,
"portfolio_tightness": 0.381,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-103312",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:07:00Z",
"trace_id": "6859e5bf-6931-4053-a687-0270ba8c7a53"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.431,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.198,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.48,
"battery_mwh": 7.54,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-9E8A8FFBF2",
"grid_service_limit_mw": 27.31,
"gross_sqft": 188885,
"infill_site": false,
"lease_expiry_months": 36,
"occ... | {
"capital_availability": 0.205,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.793,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.188,
"nearby_nodes": 8,
"network_redundancy_score": 0.43,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 86.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"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": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.5,
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"rent_growth_30d_pct": 2.61,
"rent_growth_90d_pct": 3.85,
"tenant_expansion_probability": 0.66
} | {
"annualized_noi_impact_usd": 44392,
"annualized_revenue_impact_usd": 62532,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 389689,
"expansion_capture_probability_post_event": 0.581,
"lease_rate_change_pct": 3.57,
"occupancy_shift": 0.014,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.78
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.19
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.403,
"capital_availability": 0.205,
"demand_pressure": 0.712,
"entitlement_friction": 0.188,
"labor_shortage": 0.629,
"portfolio_tightness": 0.48,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-103313",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:02:00Z",
"trace_id": "4a37da6d-3b4a-4e28-b5ce-cc6090d097a3"
} | {
"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.278,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.272,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.42,
"battery_mwh": 9.68,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-44446B157E",
"grid_service_limit_mw": 15.36,
"gross_sqft": 967347,
"infill_site": false,
"lease_expiry_months": 14,
"occ... | {
"capital_availability": 0.539,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.479,
"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.704,
"nearby_nodes": 2,
"network_redundancy_score": 0.813,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 124561... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 83.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.77,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.937,
"rent_growth_30d_pct": 0.16,
"rent_growth_90d_pct": 0.99,
"tenant_expansion_probability": 0.444
} | {
"annualized_noi_impact_usd": -46515,
"annualized_revenue_impact_usd": -76741,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 555157,
"expansion_capture_probability_post_event": 0.329,
"lease_rate_change_pct": -0.75,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.91
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.2
},
{
"action": "secure_pop_up_capacity",
"reason":... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.538,
"capital_availability": 0.539,
"demand_pressure": 0.553,
"entitlement_friction": 0.704,
"labor_shortage": 0.855,
"portfolio_tightness": 0.374,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-103314",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:48:00Z",
"trace_id": "b5b28dec-97c8-443c-9175-bcb06518201f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"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": 0.267,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.319,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.55,
"battery_mwh": 7.86,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-97770145AA",
"grid_service_limit_mw": 21.53,
"gross_sqft": 1208925,
"infill_site": true,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.391,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.461,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.626,
"nearby_nodes": 6,
"network_redundancy_score": 0.725,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 6506,
... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.2,
"dock_utilization_pct": 85.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23,
"shift_fill_r... | {
"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": 1.84,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80,
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"rent_growth_30d_pct": 1.23,
"rent_growth_90d_pct": 2.13,
"tenant_expansion_probability": 0.446
} | {
"annualized_noi_impact_usd": -32085,
"annualized_revenue_impact_usd": -43032,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 597462,
"expansion_capture_probability_post_event": 0.339,
"lease_rate_change_pct": 0.23,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.65
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.76
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.531,
"capital_availability": 0.391,
"demand_pressure": 0.643,
"entitlement_friction": 0.626,
"labor_shortage": 0.779,
"portfolio_tightness": 0.439,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-103315",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:05:00Z",
"trace_id": "2de3f89c-8a25-4bda-ab27-203cba98f7ef"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.297,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.21,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.26,
"battery_mwh": 6.49,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-73775D5621",
"grid_service_limit_mw": 11.65,
"gross_sqft": 548013,
"infill_site": true,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.048,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.747,
"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.421,
"nearby_nodes": 4,
"network_redundancy_score": 0.622,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 85.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 49.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"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": 2.54,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.8,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 2.54,
"rent_growth_90d_pct": 3.27,
"tenant_expansion_probability": 0.519
} | {
"annualized_noi_impact_usd": 60278,
"annualized_revenue_impact_usd": 86210,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 528353,
"expansion_capture_probability_post_event": 0.427,
"lease_rate_change_pct": 1.7,
"occupancy_shift": 0.009,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.32
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.48
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.526,
"capital_availability": 0.048,
"demand_pressure": 0.624,
"entitlement_friction": 0.421,
"labor_shortage": 0.732,
"portfolio_tightness": 0.583,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-103316",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T15:01:00Z",
"trace_id": "87341779-c070-432f-938d-a3f04e57817d"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.43,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.43,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.57,
"battery_mwh": 8.19,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-D4B4402B63",
"grid_service_limit_mw": 13.35,
"gross_sqft": 934921,
"infill_site": true,
"lease_expiry_months": 13,
"occu... | {
"capital_availability": 0.782,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.448,
"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.664,
"nearby_nodes": 4,
"network_redundancy_score": 0.621,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 153418... | [
{
"appointment_fill_pct": 89.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 30.8,
"dock_utilization_pct": 85,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.658,
"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": 2.16,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.7,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 2.57,
"rent_growth_90d_pct": 3,
"tenant_expansion_probability": 0.767
} | {
"annualized_noi_impact_usd": 201775,
"annualized_revenue_impact_usd": 325654,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 376631,
"expansion_capture_probability_post_event": 0.738,
"lease_rate_change_pct": 3.16,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.86
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 24.81
},
{
"action": "delay_spec_development",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.341,
"capital_availability": 0.782,
"demand_pressure": 0.63,
"entitlement_friction": 0.664,
"labor_shortage": 0.445,
"portfolio_tightness": 0.399,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-103317",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:32:00Z",
"trace_id": "5cce0c02-4bcf-45ea-bf8d-25c25f11763f"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.028,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.427,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.67,
"battery_mwh": 1.62,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 63,
"facility_id": "FAC-E1BD272439",
"grid_service_limit_mw": 10.24,
"gross_sqft": 635415,
"infill_site": false,
"lease_expiry_months": 20,
"occu... | {
"capital_availability": 0.446,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.682,
"cross_node_rebalancing_capacity_pct": 0.16,
"entitlement_friction": 0.702,
"nearby_nodes": 7,
"network_redundancy_score": 0.789,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 78.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.5,
"dock_utilization_pct": 80.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"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": 2.49,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.6,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 1.36,
"rent_growth_90d_pct": 0.4,
"tenant_expansion_probability": 0.176
} | {
"annualized_noi_impact_usd": -236862,
"annualized_revenue_impact_usd": -372685,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 30,
"estimated_capex_usd": 724738,
"expansion_capture_probability_post_event": 0.045,
"lease_rate_change_pct": -3.41,
"occupancy_shift": -0.022,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.99
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.35
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.577,
"capital_availability": 0.446,
"demand_pressure": 0.299,
"entitlement_friction": 0.702,
"labor_shortage": 0.775,
"portfolio_tightness": 0.69,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-103318",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:38:00Z",
"trace_id": "084920ad-5101-4433-9c29-1c5b3f4ad82e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.2,
"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": 0.085,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.318,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.33,
"battery_mwh": 11.2,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-B64CA63C40",
"grid_service_limit_mw": 16.4,
"gross_sqft": 1263454,
"infill_site": false,
"lease_expiry_months": 24,
"oc... | {
"capital_availability": 0.435,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.761,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.526,
"nearby_nodes": 3,
"network_redundancy_score": 0.561,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.1,
"dock_utilization_pct": 80.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.674,
"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": 2.12,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.2,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 1.99,
"rent_growth_90d_pct": 2.29,
"tenant_expansion_probability": 0.387
} | {
"annualized_noi_impact_usd": -17060,
"annualized_revenue_impact_usd": -25416,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 561049,
"expansion_capture_probability_post_event": 0.337,
"lease_rate_change_pct": -0.99,
"occupancy_shift": 0.013,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.17
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 27.12
},
{
"action": "monitor_and_stage",
"reason":... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.256,
"capital_availability": 0.435,
"demand_pressure": 0.39,
"entitlement_friction": 0.526,
"labor_shortage": 0.982,
"portfolio_tightness": 0.441,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-103319",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:16:00Z",
"trace_id": "c8e7c696-4e73-40f5-8ee5-35739605c4ea"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"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": 0.048,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.173,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.76,
"battery_mwh": 0.02,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 99,
"facility_id": "FAC-4699E93219",
"grid_service_limit_mw": 16.61,
"gross_sqft": 999970,
"infill_site": false,
"lease_expiry_months": 57,
"occu... | {
"capital_availability": 0.193,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.454,
"cross_node_rebalancing_capacity_pct": 0.154,
"entitlement_friction": 0.487,
"nearby_nodes": 8,
"network_redundancy_score": 0.479,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 83.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 84.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 18.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.823,
"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": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.2,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 0.56,
"rent_growth_90d_pct": -0.26,
"tenant_expansion_probability": 0.133
} | {
"annualized_noi_impact_usd": -254441,
"annualized_revenue_impact_usd": -360806,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 45,
"estimated_capex_usd": 766665,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.64,
"occupancy_shift": 0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.15
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.21
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.738,
"capital_availability": 0.193,
"demand_pressure": 0.563,
"entitlement_friction": 0.487,
"labor_shortage": 0.796,
"portfolio_tightness": 0.421,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-103320",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:44:00Z",
"trace_id": "367afb89-a77f-4a1b-8f73-829089092970"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"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": 0.35,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.193,
"seasonality": 0.74,
"service_level_t... | {
"automation_penetration": 0.68,
"battery_mwh": 7.91,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-1A58AE0961",
"grid_service_limit_mw": 26.78,
"gross_sqft": 923244,
"infill_site": true,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.268,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.503,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.404,
"nearby_nodes": 3,
"network_redundancy_score": 0.335,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 58.2,
"dock_utilization_pct": 88.1,
"event_name": "GATE_APPOINTMENT_COMPRESSION",
"power_load_pct_of_service_limit": 38.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"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": 2.03,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.8,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 1.88,
"rent_growth_90d_pct": 1.87,
"tenant_expansion_probability": 0.56
} | {
"annualized_noi_impact_usd": 111154,
"annualized_revenue_impact_usd": 163040,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 425851,
"expansion_capture_probability_post_event": 0.474,
"lease_rate_change_pct": 1.02,
"occupancy_shift": 0.02,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 45.49
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.96
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.699,
"capital_availability": 0.268,
"demand_pressure": 0.789,
"entitlement_friction": 0.404,
"labor_shortage": 0.883,
"portfolio_tightness": 0.425,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-103321",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:55:00Z",
"trace_id": "bdfb9da1-c5af-45f8-bff8-d4b091fcc64d"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"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": 0.208,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.364,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.43,
"battery_mwh": 11.97,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-ECE47CAD44",
"grid_service_limit_mw": 27.26,
"gross_sqft": 1091004,
"infill_site": true,
"lease_expiry_months": 24,
"o... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.713,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.082,
"nearby_nodes": 7,
"network_redundancy_score": 0.498,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 97.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.5,
"dock_utilization_pct": 90.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.4,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 3.79,
"rent_growth_90d_pct": 2.56,
"tenant_expansion_probability": 0.444
} | {
"annualized_noi_impact_usd": 82492,
"annualized_revenue_impact_usd": 119850,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 297154,
"expansion_capture_probability_post_event": 0.395,
"lease_rate_change_pct": 1.46,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.55
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.05
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.691,
"capital_availability": 0,
"demand_pressure": 0.859,
"entitlement_friction": 0.082,
"labor_shortage": 0.582,
"portfolio_tightness": 0.57,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-103322",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:47:00Z",
"trace_id": "be16782d-040b-4ea7-8d49-e4bdab5cf8ef"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"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": 0.253,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.218,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.52,
"battery_mwh": 9.34,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 62,
"facility_id": "FAC-57C61F0761",
"grid_service_limit_mw": 24.14,
"gross_sqft": 620835,
"infill_site": true,
"lease_expiry_months": 37,
"occup... | {
"capital_availability": 0.229,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.492,
"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.194,
"nearby_nodes": 8,
"network_redundancy_score": 0.812,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 511907... | [
{
"appointment_fill_pct": 75.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 82.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.82,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.5,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 0.21,
"rent_growth_90d_pct": 2.18,
"tenant_expansion_probability": 0.362
} | {
"annualized_noi_impact_usd": -54551,
"annualized_revenue_impact_usd": -82925,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 565450,
"expansion_capture_probability_post_event": 0.251,
"lease_rate_change_pct": 0.09,
"occupancy_shift": -0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.89
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.87
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.765,
"capital_availability": 0.229,
"demand_pressure": 0.497,
"entitlement_friction": 0.194,
"labor_shortage": 0.827,
"portfolio_tightness": 0.379,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-103323",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:48:00Z",
"trace_id": "d8540c16-72f8-4310-9164-8fbe93a12802"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.256,
"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": 0.53,
"battery_mwh": 9.05,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-172921FAC6",
"grid_service_limit_mw": 9.37,
"gross_sqft": 1089943,
"infill_site": true,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.612,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.578,
"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.341,
"nearby_nodes": 8,
"network_redundancy_score": 0.364,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 90.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.8,
"dock_utilization_pct": 82.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"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": 2.6,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.5,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 1.97,
"rent_growth_90d_pct": 2.41,
"tenant_expansion_probability": 0.513
} | {
"annualized_noi_impact_usd": 133850,
"annualized_revenue_impact_usd": 182989,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 468043,
"expansion_capture_probability_post_event": 0.429,
"lease_rate_change_pct": 0.72,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.52
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.12
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.481,
"capital_availability": 0.612,
"demand_pressure": 0.473,
"entitlement_friction": 0.341,
"labor_shortage": 0.995,
"portfolio_tightness": 0.586,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-103324",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:42:00Z",
"trace_id": "ec2a6c6d-a7bb-433b-aa70-b882a7b54926"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.236,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.482,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.23,
"battery_mwh": 7.47,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 32,
"facility_id": "FAC-ABD6AC97AC",
"grid_service_limit_mw": 21.85,
"gross_sqft": 328680,
"infill_site": true,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.582,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.513,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.193,
"nearby_nodes": 3,
"network_redundancy_score": 0.722,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 615645,
... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 82.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"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": 1.9,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.5,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 0.73,
"rent_growth_90d_pct": -0.01,
"tenant_expansion_probability": 0.431
} | {
"annualized_noi_impact_usd": -20942,
"annualized_revenue_impact_usd": -30141,
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"decision_horizon_days": 30,
"estimated_capex_usd": 558213,
"expansion_capture_probability_post_event": 0.348,
"lease_rate_change_pct": -1.24,
"occupancy_shift": -0.007,
"service_penalty_risk... | {
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{
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.13
},
{
"action": "rebalance_carrie... | {
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"entitlement_friction": 0.193,
"labor_shortage": 1,
"portfolio_tightness": 0.423,
"pow... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-103325",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:37:00Z",
"trace_id": "5f7aa4fe-096d-40ec-892d-fe7ada7a2900"
} | {
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"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"
},
{... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.389,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 9.68,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 83,
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"grid_service_limit_mw": 8.5,
"gross_sqft": 837710,
"infill_site": true,
"lease_expiry_months": 46,
"occupa... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.485,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 36,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_ra... | {
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"confidence_band": "high",
"forecast_pr... | {
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"rent_growth_30d_pct": 3.38,
"rent_growth_90d_pct": 2.95,
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} | {
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"lease_rate_change_pct": 0.81,
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"service_penalty_risk_us... | {
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"score": 42.19
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.95
},
{
"action": "defer_noncriti... | {
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:04:00Z",
"trace_id": "6f27c8ba-284d-4488-9d90-9c91fe0efffa"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.178,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"gross_sqft": 451229,
"infill_site": true,
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"occupa... | {
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"network_redundancy_score": 0.868,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"reefer_temp_delta_c": 0.15,
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"shift_fill_rat... | {
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} | {
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},
{
"action": "secure_pop_up_capacity",
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"score": 40.63
},
{
"action": "activate_temp_l... | {
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"portfolio_tightness": 0.616,
"power_st... |
1.0.0-forge-industrial-sample | {
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"status": "triaged",
"timestamp": "2026-01-01T14:40:00Z",
"trace_id": "28f1b240-9df2-4507-9903-ff501b17d12d"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.062,
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"service_level_target"... | {
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"cold_storage_enabled": true,
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"facility_id": "FAC-B918C2819C",
"grid_service_limit_mw": 16.55,
"gross_sqft": 288888,
"infill_site": false,
"lease_expiry_months": 39,
... | {
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"network_redundancy_score": 0.39,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
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"dock_utilization_pct": 86.1,
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"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.1,
"shift_fil... | {
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"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": 2.9,
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"tenant_expansion_probability"... | {
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.61
},
{
"action": "shift_overflow_to_satellite... | {
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"labor_shortage": 0.826,
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"... |
1.0.0-forge-industrial-sample | {
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"status": "confirmed",
"timestamp": "2026-01-01T14:36:00Z",
"trace_id": "863149fa-0123-4dc4-8561-330c24885dbc"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.107,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 4.45,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-A938D4E5AB",
"grid_service_limit_mw": 15.07,
"gross_sqft": 1348608,
"infill_site": false,
"lease_expiry_months": 35,... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.767,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 84.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 46.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 83,
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"rent_growth_30d_pct": 1.82,
"rent_growth_90d_pct": 4.06,
"tenant_expansion_probability": 0.335
} | {
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"lease_rate_change_pct": 0.63,
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"service_penalty_risk_... | {
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{
"action": "activate_temp_labor",
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"score": 32.23
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.18
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.91,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-103329",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:07:00Z",
"trace_id": "47ff76b3-c7c0-4320-9ec4-1aa06a7f8ecc"
} | {
"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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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.446,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.58,
"battery_mwh": 3.94,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-3A040A43E3",
"grid_service_limit_mw": 16.05,
"gross_sqft": 463320,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.461,
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"nearby_nodes": 6,
"network_redundancy_score": 0.732,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 92.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.5,
"dock_utilization_pct": 89.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"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... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 76.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.52,
"rent_growth_90d_pct": 3.53,
"tenant_expansion_probability": 0.493
} | {
"annualized_noi_impact_usd": 12817,
"annualized_revenue_impact_usd": 21353,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 441181,
"expansion_capture_probability_post_event": 0.414,
"lease_rate_change_pct": 2.33,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.85
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.12
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.655,
"capital_availability": 0.461,
"demand_pressure": 0.898,
"entitlement_friction": 0.521,
"labor_shortage": 0.594,
"portfolio_tightness": 0.322,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-103330",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:49:00Z",
"trace_id": "7c29965f-bd61-4d7a-982f-a299501b7bbc"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.043,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.382,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.76,
"battery_mwh": 6.8,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 83,
"facility_id": "FAC-D0AB052FCA",
"grid_service_limit_mw": 19.24,
"gross_sqft": 830699,
"infill_site": false,
"lease_expiry_months": 70,
"... | {
"capital_availability": 0.291,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.528,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.612,
"nearby_nodes": 6,
"network_redundancy_score": 0.688,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 131211... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.6,
"dock_utilization_pct": 80.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.6,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.2,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 0.57,
"rent_growth_90d_pct": 1.93,
"tenant_expansion_probability": 0.155
} | {
"annualized_noi_impact_usd": -183805,
"annualized_revenue_impact_usd": -308254,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 737627,
"expansion_capture_probability_post_event": 0.028,
"lease_rate_change_pct": -1.97,
"occupancy_shift": -0.017,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.51
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.58
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.291,
"demand_pressure": 0.382,
"entitlement_friction": 0.612,
"labor_shortage": 0.653,
"portfolio_tightness": 0.499,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-103331",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:18:00Z",
"trace_id": "85189399-e4c1-40a6-bcaa-dae535dde9d1"
} | {
"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": 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": 0.223,
"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": 0.9... | {
"automation_penetration": 0.33,
"battery_mwh": 7.5,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 128,
"facility_id": "FAC-7CF4546432",
"grid_service_limit_mw": 13.31,
"gross_sqft": 1284319,
"infill_site": false,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.498,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.282,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.677,
"nearby_nodes": 3,
"network_redundancy_score": 0.609,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 82.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79,
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"rent_growth_30d_pct": 0.8,
"rent_growth_90d_pct": 1.57,
"tenant_expansion_probability": 0.402
} | {
"annualized_noi_impact_usd": -107570,
"annualized_revenue_impact_usd": -153702,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 549609,
"expansion_capture_probability_post_event": 0.289,
"lease_rate_change_pct": -0.59,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.31
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.18
},
{
"action": "shift_overflow_to_satellite... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.498,
"demand_pressure": 0.478,
"entitlement_friction": 0.677,
"labor_shortage": 0.711,
"portfolio_tightness": 0.456,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-103332",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:15:00Z",
"trace_id": "97227a52-5318-40cf-94e3-3596111118d7"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.246,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.398,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.29,
"battery_mwh": 5.42,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 101,
"facility_id": "FAC-87014905E6",
"grid_service_limit_mw": 18.64,
"gross_sqft": 1017356,
"infill_site": true,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.283,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.321,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.626,
"nearby_nodes": 7,
"network_redundancy_score": 0.419,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.2,
"dock_utilization_pct": 83.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.839,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 0.63,
"rent_growth_90d_pct": 2.72,
"tenant_expansion_probability": 0.368
} | {
"annualized_noi_impact_usd": -112149,
"annualized_revenue_impact_usd": -182033,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 759136,
"expansion_capture_probability_post_event": 0.233,
"lease_rate_change_pct": -0.18,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.64
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.79
},
{
"action": "re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.691,
"capital_availability": 0.283,
"demand_pressure": 0.549,
"entitlement_friction": 0.626,
"labor_shortage": 0.905,
"portfolio_tightness": 0.45,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-103333",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:54:00Z",
"trace_id": "9ffc8990-e691-47d5-b53b-963a9a9f625f"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"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": 0.011,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.249,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.22,
"battery_mwh": 5.03,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-723C0562A5",
"grid_service_limit_mw": 23.96,
"gross_sqft": 876935,
"infill_site": false,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.542,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.289,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.181,
"nearby_nodes": 7,
"network_redundancy_score": 0.323,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 89.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.5,
"dock_utilization_pct": 82.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 35.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.729,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.3,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.6,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 1.39,
"rent_growth_90d_pct": 2.71,
"tenant_expansion_probability": 0.225
} | {
"annualized_noi_impact_usd": -47619,
"annualized_revenue_impact_usd": -77239,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 321177,
"expansion_capture_probability_post_event": 0.169,
"lease_rate_change_pct": -0.16,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.39
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.75
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.395,
"capital_availability": 0.542,
"demand_pressure": 0.482,
"entitlement_friction": 0.181,
"labor_shortage": 0.687,
"portfolio_tightness": 0.469,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-103334",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:52:00Z",
"trace_id": "b45d1088-5ba3-41d2-a6a7-c436d5bd3d22"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.168,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.351,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.59,
"battery_mwh": 5.56,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 146,
"facility_id": "FAC-543E3EAF32",
"grid_service_limit_mw": 16.14,
"gross_sqft": 1466980,
"infill_site": false,
"lease_expiry_months": 48,
"o... | {
"capital_availability": 0.402,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.613,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.414,
"nearby_nodes": 7,
"network_redundancy_score": 0.843,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 31... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 83.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 49.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"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": 1.44,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": -0.34,
"rent_growth_90d_pct": -1.3,
"tenant_expansion_probability": 0.292
} | {
"annualized_noi_impact_usd": -208105,
"annualized_revenue_impact_usd": -348528,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 90,
"estimated_capex_usd": 628610,
"expansion_capture_probability_post_event": 0.192,
"lease_rate_change_pct": -3.05,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.04
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.1
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.402,
"demand_pressure": 0.567,
"entitlement_friction": 0.414,
"labor_shortage": 0.892,
"portfolio_tightness": 0.309,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.743,
"id": "FORGE-103335",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:14:00Z",
"trace_id": "e8b32f88-e20f-4485-ae0c-83e30933c5cf"
} | {
"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": 7.3,
"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": 0.099,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.123,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.38,
"battery_mwh": 3.09,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-4C118BF375",
"grid_service_limit_mw": 18.87,
"gross_sqft": 704332,
"infill_site": false,
"lease_expiry_months": 67,
"occ... | {
"capital_availability": 0.536,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.708,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.362,
"nearby_nodes": 5,
"network_redundancy_score": 0.847,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 150679... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.2,
"dock_utilization_pct": 78.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 65.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.678,
"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": 2.23,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.2,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 1.36,
"rent_growth_90d_pct": 0.22,
"tenant_expansion_probability": 0.349
} | {
"annualized_noi_impact_usd": -28858,
"annualized_revenue_impact_usd": -38921,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 551880,
"expansion_capture_probability_post_event": 0.291,
"lease_rate_change_pct": -2.51,
"occupancy_shift": 0.014,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.92
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.54
},
{
"action": "hold_service_levels_flat",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.536,
"demand_pressure": 0.287,
"entitlement_friction": 0.362,
"labor_shortage": 0.904,
"portfolio_tightness": 0.434,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-103336",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T16:04:00Z",
"trace_id": "ade54e40-a061-4c88-a32c-2d5e82d99c75"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"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": 0.034,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.144,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.42,
"battery_mwh": 3.6,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 68,
"facility_id": "FAC-867E60266D",
"grid_service_limit_mw": 15.93,
"gross_sqft": 684979,
"infill_site": true,
"lease_expiry_months": 35,
"occupa... | {
"capital_availability": 0.08,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.722,
"cross_node_rebalancing_capacity_pct": 0.088,
"entitlement_friction": 0.427,
"nearby_nodes": 8,
"network_redundancy_score": 0.574,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 79.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.5,
"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": "moderate",
"forec... | {
"build_vs_buy_score": 1.68,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81,
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"rent_growth_30d_pct": -0.08,
"rent_growth_90d_pct": 2.14,
"tenant_expansion_probability": 0.142
... | {
"annualized_noi_impact_usd": -71744,
"annualized_revenue_impact_usd": -108144,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 580430,
"expansion_capture_probability_post_event": 0.026,
"lease_rate_change_pct": -1.78,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.87
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.18
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.08,
"demand_pressure": 0.334,
"entitlement_friction": 0.427,
"labor_shortage": 0.834,
"portfolio_tightness": 0.471,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-103337",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:58:00Z",
"trace_id": "dc442d08-576c-4684-a67a-5ea73d75998f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.109,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.264,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.54,
"battery_mwh": 4.76,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-085D8B283F",
"grid_service_limit_mw": 12.43,
"gross_sqft": 589325,
"infill_site": false,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.224,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.412,
"cross_node_rebalancing_capacity_pct": 0.058,
"entitlement_friction": 0.444,
"nearby_nodes": 2,
"network_redundancy_score": 0.419,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 77.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 79.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 65,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"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": 1.76,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.9,
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"rent_growth_30d_pct": 0.29,
"rent_growth_90d_pct": 1.99,
"tenant_expansion_probability": 0.281
} | {
"annualized_noi_impact_usd": -77686,
"annualized_revenue_impact_usd": -112758,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 602440,
"expansion_capture_probability_post_event": 0.173,
"lease_rate_change_pct": -1.25,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.8
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.51
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.635,
"capital_availability": 0.224,
"demand_pressure": 0.289,
"entitlement_friction": 0.444,
"labor_shortage": 1,
"portfolio_tightness": 0.533,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-103338",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:50:00Z",
"trace_id": "147bc637-3a6b-4203-b23e-c74dd654411f"
} | {
"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": 7.9,
"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": 0.321,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.453,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.76,
"battery_mwh": 5.62,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 133,
"facility_id": "FAC-E83E0BF14E",
"grid_service_limit_mw": 19.82,
"gross_sqft": 1332698,
"infill_site": true,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.899,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.664,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.525,
"nearby_nodes": 3,
"network_redundancy_score": 0.33,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 652751,... | [
{
"appointment_fill_pct": 88,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.1,
"dock_utilization_pct": 83.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 90.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 16.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.728,
"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": 2.33,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.8,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 2.57,
"rent_growth_90d_pct": 4.48,
"tenant_expansion_probability": 0.581
} | {
"annualized_noi_impact_usd": 123246,
"annualized_revenue_impact_usd": 191651,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 648389,
"expansion_capture_probability_post_event": 0.511,
"lease_rate_change_pct": 2.37,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 64.42
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 41.81
},
{
"action": "offer_preemptive_ex... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.074,
"capital_availability": 0.899,
"demand_pressure": 0.57,
"entitlement_friction": 0.525,
"labor_shortage": 0.626,
"portfolio_tightness": 0.369,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-103339",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:58:00Z",
"trace_id": "46235124-88cc-48f1-a91b-8ad850fc414b"
} | {
"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": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.012,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.445,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.73,
"battery_mwh": 6.8,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 88,
"facility_id": "FAC-619575C583",
"grid_service_limit_mw": 14.18,
"gross_sqft": 882064,
"infill_site": false,
"lease_expiry_months": 56,
"occup... | {
"capital_availability": 0.445,
"cluster_utilization_pct": 0.874,
"competitive_pressure_score": 0.795,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.721,
"nearby_nodes": 2,
"network_redundancy_score": 0.569,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 81.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 81.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"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": 2.23,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.4,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 0.54,
"rent_growth_90d_pct": 2.72,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": -673588,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 45,
"estimated_capex_usd": 752667,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2,
"occupancy_shift": -0.015,
"service_penalty_risk_... | {
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{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.6
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.15
},
{
"action": "rebalance_carrier_mix",
"reas... | {
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"entitlement_friction": 0.721,
"labor_shortage": 1,
"portfolio_tightness": 0.578,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-103340",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:03:00Z",
"trace_id": "6a70f121-6e0c-4607-ad18-501b6bb8be17"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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... | {
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"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": 0.328,
"seasonality": 0.33,
"servic... | {
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"battery_mwh": 7.6,
"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 14.06,
"gross_sqft": 351172,
"infill_site": true,
"lease_expiry_months": 22,
"... | {
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"network_redundancy_score": 0.721,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 155532... | [
{
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"reefer_temp_delta_c": 0.15,
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"shift_fill_rat... | {
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"confidence_band": "moderate",
"forecas... | {
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"rent_growth_30d_pct": 0.91,
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} | {
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"lease_rate_change_pct": 1.52,
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"service_penalty_risk_usd... | {
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{
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"score": 37.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.32
},
{
"action": "defer_noncrit... | {
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"demand_pressure": 0.749,
"entitlement_friction": 0.667,
"labor_shortage": 0.72,
"portfolio_tightness": 0.392,
"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-103341",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T15:13:00Z",
"trace_id": "4aaeb46c-3011-4658-8b99-2df0223b49b6"
} | {
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"environment": "production_portfolio",
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.319,
"seasonality": 0.33,
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-9A84D99D71",
"grid_service_limit_mw": 10.2,
"gross_sqft": 640910,
"infill_site": true,
"lease_expiry_months": 18,
"... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.611,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 84... | [
{
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"power_load_pct_of_service_limit": 66.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.7,
"shift_fill_r... | {
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"confidence_band": "very_high",
"for... | {
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"rent_growth_30d_pct": 0.75,
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} | {
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"lease_rate_change_pct": -1.23,
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"service_penalty_risk_... | {
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"score": 33.4
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.55
},
{
"action": "offer_preemptive_expansi... | {
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"capital_availability": 0.671,
"demand_pressure": 0.417,
"entitlement_friction": 0.567,
"labor_shortage": 0.648,
"portfolio_tightness": 0.351,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-103342",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:29:00Z",
"trace_id": "ad67b974-1613-43ec-9364-3656d19b23ef"
} | {
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"highway_access_score": 0.95,
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.184,
"seasonality": 0.74,
"service_... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-F3560ABA35",
"grid_service_limit_mw": 15.98,
"gross_sqft": 1221211,
"infill_site": true,
"lease_expiry_months": 10,
"oc... | {
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"network_redundancy_score": 0.428,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"dock_utilization_pct": 89.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_rat... | {
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"confidence_band": "very_high",
"for... | {
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"rent_growth_30d_pct": 3.5,
"rent_growth_90d_pct": 4.75,
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} | {
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"lease_rate_change_pct": 3.04,
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{
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"score": 42.8
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.02
},
{
"... | {
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"demand_pressure": 0.787,
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"labor_shortage": 1,
"portfolio_tightness": 0.666,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-103343",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:55:00Z",
"trace_id": "d7e12045-9cfb-49eb-a0d9-d3c71e781c1f"
} | {
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"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
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"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"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.192,
"seasonality": 0.33,
"service... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-E220D823B0",
"grid_service_limit_mw": 11.56,
"gross_sqft": 1255964,
"infill_site": false,
"lease_expiry_months": 47,... | {
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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"power_load_pct_of_service_limit": 65.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.6,
"shift_fill_... | {
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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_90d_pct": 5.15,
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} | {
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{
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"score": 39.03
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.15
},
{
"action": "rebalance_carri... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.693,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.888,
"id": "FORGE-103344",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:10:00Z",
"trace_id": "aa0952ba-6ad0-4fd3-87b5-fe5d6cdffc26"
} | {
"airport_proximity_km": 53,
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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"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.2,
"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": "cold_chain",
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"retention_priority": "high",
"risk_of_churn": 0.135,
"seasonality": 0.49,
"service_level_target"... | {
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"building_class": "class_a",
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"facility_id": "FAC-1D5580BA22",
"grid_service_limit_mw": 11.53,
"gross_sqft": 784016,
"infill_site": true,
"lease_expiry_months": 27,
"occup... | {
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"network_redundancy_score": 0.579,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 219... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.6,
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"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 28.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.86,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 2.44,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.5,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 3.66,
"tenant_expansion_probability": 0.336
} | {
"annualized_noi_impact_usd": -218024,
"annualized_revenue_impact_usd": -289592,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 821784,
"expansion_capture_probability_post_event": 0.19,
"lease_rate_change_pct": -0.21,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.6
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.98
},
{
"action": "shift_overflow_to_satellite",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.57,
"capital_availability": 0.152,
"demand_pressure": 0.504,
"entitlement_friction": 0.66,
"labor_shortage": 1,
"portfolio_tightness": 0.599,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-103345",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:23:00Z",
"trace_id": "ac94f71e-48ca-4a08-a88d-2f699aff13ba"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.083,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.171,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.34,
"battery_mwh": 0.3,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-8E8C81993A",
"grid_service_limit_mw": 19.83,
"gross_sqft": 954888,
"infill_site": false,
"lease_expiry_months": 18,
"occu... | {
"capital_availability": 0.254,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.516,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.701,
"nearby_nodes": 8,
"network_redundancy_score": 0.365,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 83.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.697,
"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": 2.06,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.8,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 2.81,
"rent_growth_90d_pct": 2.3,
"tenant_expansion_probability": 0.387
... | {
"annualized_noi_impact_usd": 9910,
"annualized_revenue_impact_usd": 16430,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 466878,
"expansion_capture_probability_post_event": 0.328,
"lease_rate_change_pct": -1.22,
"occupancy_shift": 0.025,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.73
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.07
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.357,
"capital_availability": 0.254,
"demand_pressure": 0.505,
"entitlement_friction": 0.701,
"labor_shortage": 0.991,
"portfolio_tightness": 0.515,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-103346",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:57:00Z",
"trace_id": "1e6a559a-dc2e-45a8-906c-b6943bd77498"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "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": false,
"growth_rate": 0.318,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.422,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.47,
"battery_mwh": 1.24,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-85CB411A97",
"grid_service_limit_mw": 10.03,
"gross_sqft": 1049554,
"infill_site": false,
"lease_expiry_months": 65,
"o... | {
"capital_availability": 0.007,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.79,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.495,
"nearby_nodes": 7,
"network_redundancy_score": 0.57,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.3,
"dock_utilization_pct": 84.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.2,
"occupancy_90d": 0.926,
"rent_growth_30d_pct": 1.89,
"rent_growth_90d_pct": 3.97,
"tenant_expansion_probability": 0.551
} | {
"annualized_noi_impact_usd": 132610,
"annualized_revenue_impact_usd": 187382,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 534671,
"expansion_capture_probability_post_event": 0.466,
"lease_rate_change_pct": 2.58,
"occupancy_shift": -0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.54
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.6
},
{
"action": "shift_overflow_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.544,
"capital_availability": 0.007,
"demand_pressure": 0.578,
"entitlement_friction": 0.495,
"labor_shortage": 0.704,
"portfolio_tightness": 0.544,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.87,
"id": "FORGE-103347",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:30:00Z",
"trace_id": "5dc0f762-43b1-4080-8a2e-74cbdd29adda"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.349,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.403,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.47,
"battery_mwh": 8.87,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 65,
"facility_id": "FAC-EE270225EE",
"grid_service_limit_mw": 13.39,
"gross_sqft": 656362,
"infill_site": false,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.528,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.421,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.679,
"nearby_nodes": 8,
"network_redundancy_score": 0.601,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2033911... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53,
"dock_utilization_pct": 87.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.872,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.92,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.6,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 1.76,
"rent_growth_90d_pct": 1.91,
"tenant_expansion_probability": 0.505
} | {
"annualized_noi_impact_usd": -18103,
"annualized_revenue_impact_usd": -25829,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 730868,
"expansion_capture_probability_post_event": 0.368,
"lease_rate_change_pct": -0.03,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.72
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.62
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.298,
"capital_availability": 0.528,
"demand_pressure": 0.766,
"entitlement_friction": 0.679,
"labor_shortage": 0.875,
"portfolio_tightness": 0.395,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-103348",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:18:00Z",
"trace_id": "578320c6-21b4-4724-b177-a105ddaba1ac"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.7,
"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": 0.161,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.299,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.41,
"battery_mwh": 9.58,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-D57BF75A48",
"grid_service_limit_mw": 25.19,
"gross_sqft": 379706,
"infill_site": false,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.667,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.519,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.221,
"nearby_nodes": 3,
"network_redundancy_score": 0.341,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 89.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32.7,
"dock_utilization_pct": 84.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.643,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 90.3,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 2.99,
"rent_growth_90d_pct": 3.39,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 22981,
"annualized_revenue_impact_usd": 30654,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 295171,
"expansion_capture_probability_post_event": 0.465,
"lease_rate_change_pct": 1.85,
"occupancy_shift": 0.025,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 27.26
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.86
},
{
"action": "monitor_and_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.458,
"capital_availability": 0.667,
"demand_pressure": 0.597,
"entitlement_friction": 0.221,
"labor_shortage": 0.454,
"portfolio_tightness": 0.426,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-103349",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:17:00Z",
"trace_id": "67d1bbf3-7d37-47af-923a-7016f3b28dfc"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.423,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.22,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.41,
"battery_mwh": 3.55,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-591163FD9D",
"grid_service_limit_mw": 7.54,
"gross_sqft": 965833,
"infill_site": true,
"lease_expiry_months": 49,
"... | {
"capital_availability": 0.372,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.312,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.365,
"nearby_nodes": 8,
"network_redundancy_score": 0.649,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 45... | [
{
"appointment_fill_pct": 91.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 87.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.7,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.709,
"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": 2.85,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.8,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 5.38,
"rent_growth_90d_pct": 7.34,
"tenant_expansion_probability": 0.788
... | {
"annualized_noi_impact_usd": 633032,
"annualized_revenue_impact_usd": 1054593,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 603047,
"expansion_capture_probability_post_event": 0.747,
"lease_rate_change_pct": 5.8,
"occupancy_shift": 0.03,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.58
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.09
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.631,
"capital_availability": 0.372,
"demand_pressure": 0.686,
"entitlement_friction": 0.365,
"labor_shortage": 0.804,
"portfolio_tightness": 0.722,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-103350",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:00:00Z",
"trace_id": "207d5dff-355c-4d64-aa47-39cf9740959a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.041,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.247,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.65,
"battery_mwh": 2.28,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-8DD2AF0E82",
"grid_service_limit_mw": 15.25,
"gross_sqft": 877770,
"infill_site": false,
"lease_expiry_months": 11,
"occ... | {
"capital_availability": 0.292,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.697,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.631,
"nearby_nodes": 2,
"network_redundancy_score": 0.597,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.9,
"dock_utilization_pct": 80.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.731,
"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": 1.58,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.4,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": -0.36,
"rent_growth_90d_pct": -1.35,
"tenant_expansion_probability": 0.201
} | {
"annualized_noi_impact_usd": -209407,
"annualized_revenue_impact_usd": -279206,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 45,
"estimated_capex_usd": 562703,
"expansion_capture_probability_post_event": 0.113,
"lease_rate_change_pct": -3.62,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.62
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 29.19
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.292,
"demand_pressure": 0.364,
"entitlement_friction": 0.631,
"labor_shortage": 0.677,
"portfolio_tightness": 0.451,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-103351",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T14:32:00Z",
"trace_id": "15a5db1e-c4fd-4b70-9afd-814c00e500ee"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.3,
"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": 0.085,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.371,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.24,
"battery_mwh": 5.68,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-CEDE0E2E18",
"grid_service_limit_mw": 14.4,
"gross_sqft": 668847,
"infill_site": true,
"lease_expiry_months": 20,
"occup... | {
"capital_availability": 0.14,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.569,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.364,
"nearby_nodes": 8,
"network_redundancy_score": 0.324,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 78.5,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 79.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.718,
"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": 2.12,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.1,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": -0.28,
"rent_growth_90d_pct": 0.2,
"tenant_expansion_probability": 0.257
} | {
"annualized_noi_impact_usd": -59884,
"annualized_revenue_impact_usd": -101655,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 410422,
"expansion_capture_probability_post_event": 0.183,
"lease_rate_change_pct": -1.73,
"occupancy_shift": -0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 23.9
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 23.24
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.544,
"capital_availability": 0.14,
"demand_pressure": 0.319,
"entitlement_friction": 0.364,
"labor_shortage": 0.596,
"portfolio_tightness": 0.415,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-103352",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:18:00Z",
"trace_id": "a4fd4da3-3c31-49a5-9f48-db5f01621741"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.314,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.345,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.76,
"battery_mwh": 10.42,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 121,
"facility_id": "FAC-DCD4CBB5DA",
"grid_service_limit_mw": 23.68,
"gross_sqft": 1219567,
"infill_site": true,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.459,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.617,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.49,
"nearby_nodes": 5,
"network_redundancy_score": 0.527,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 84,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 83.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 82.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.32,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.1,
"occupancy_90d": 0.892,
"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 4.26,
"tenant_expansion_probability": 0.517
} | {
"annualized_noi_impact_usd": -10434,
"annualized_revenue_impact_usd": -16050,
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"decision_horizon_days": 30,
"estimated_capex_usd": 667733,
"expansion_capture_probability_post_event": 0.405,
"lease_rate_change_pct": 2.17,
"occupancy_shift": -0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.87
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.15
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.459,
"demand_pressure": 0.505,
"entitlement_friction": 0.49,
"labor_shortage": 0.727,
"portfolio_tightness": 0.565,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-103353",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:59:00Z",
"trace_id": "b9ce893d-47f9-40fe-9387-cb3be9324274"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.081,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.391,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.24,
"battery_mwh": 6.47,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 138,
"facility_id": "FAC-80260DAB32",
"grid_service_limit_mw": 14.49,
"gross_sqft": 1381670,
"infill_site": false,
"lease_expiry_months": 22,... | {
"capital_availability": 0.301,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.396,
"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.808,
"nearby_nodes": 7,
"network_redundancy_score": 0.389,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 84.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 60.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.837,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.7,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 2.32,
"rent_growth_90d_pct": 4.35,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -271243,
"annualized_revenue_impact_usd": -459402,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 670137,
"expansion_capture_probability_post_event": 0.117,
"lease_rate_change_pct": -0.42,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.99
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.43
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.481,
"capital_availability": 0.301,
"demand_pressure": 0.559,
"entitlement_friction": 0.808,
"labor_shortage": 1,
"portfolio_tightness": 0.646,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-103354",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:26:00Z",
"trace_id": "4faa9f09-f746-481d-a41a-a206a7a24479"
} | {
"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": 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": 0.277,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.345,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.43,
"battery_mwh": 3.6,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-46F3A937FF",
"grid_service_limit_mw": 12.39,
"gross_sqft": 589081,
"infill_site": false,
"lease_expiry_months": 18,
"occu... | {
"capital_availability": 0.22,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.405,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.649,
"nearby_nodes": 2,
"network_redundancy_score": 0.332,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.1,
"dock_utilization_pct": 82.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.71,
"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": 2.65,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 2.57,
"rent_growth_90d_pct": 4.61,
"tenant_expansion_probability": 0.52... | {
"annualized_noi_impact_usd": 38399,
"annualized_revenue_impact_usd": 56340,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 665733,
"expansion_capture_probability_post_event": 0.439,
"lease_rate_change_pct": 1.81,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 51.34
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.19
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.609,
"capital_availability": 0.22,
"demand_pressure": 0.453,
"entitlement_friction": 0.649,
"labor_shortage": 0.721,
"portfolio_tightness": 0.554,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-103355",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:22:00Z",
"trace_id": "6d59ca75-5afc-4b31-ab62-71eab0a39b0a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"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": 0.312,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.21,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.21,
"battery_mwh": 3.34,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 89,
"facility_id": "FAC-6D3EEE845C",
"grid_service_limit_mw": 15.68,
"gross_sqft": 893286,
"infill_site": false,
"lease_expiry_months": 39,
"occu... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.453,
"cross_node_rebalancing_capacity_pct": 0.111,
"entitlement_friction": 0.186,
"nearby_nodes": 2,
"network_redundancy_score": 0.597,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.6,
"dock_utilization_pct": 82.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 81.8,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 19,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.736,
"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": 2.43,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 90.6,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 2.76,
"rent_growth_90d_pct": 1.98,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 64725,
"annualized_revenue_impact_usd": 111494,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 702015,
"expansion_capture_probability_post_event": 0.488,
"lease_rate_change_pct": 0.47,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.82
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.82
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.2,
"demand_pressure": 0.486,
"entitlement_friction": 0.186,
"labor_shortage": 0.786,
"portfolio_tightness": 0.496,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-103356",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:39:00Z",
"trace_id": "d91e5cd9-4fe9-4a53-9ae2-ad6a3f18bb71"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.191,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.259,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.36,
"battery_mwh": 2.43,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-AAC047D1D1",
"grid_service_limit_mw": 12.36,
"gross_sqft": 1014796,
"infill_site": false,
"lease_expiry_months": 45,
"o... | {
"capital_availability": 0.445,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.455,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.398,
"nearby_nodes": 7,
"network_redundancy_score": 0.501,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 54.1,
"dock_utilization_pct": 86.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 46.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.53,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.893,
"rent_growth_30d_pct": 2.53,
"rent_growth_90d_pct": 1.3,
"tenant_expansion_probability": 0.414
} | {
"annualized_noi_impact_usd": -12803,
"annualized_revenue_impact_usd": -16845,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 529346,
"expansion_capture_probability_post_event": 0.321,
"lease_rate_change_pct": -0.88,
"occupancy_shift": 0.011,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.95
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.09
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.445,
"demand_pressure": 0.661,
"entitlement_friction": 0.398,
"labor_shortage": 1,
"portfolio_tightness": 0.558,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-103357",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:29:00Z",
"trace_id": "d9f6ec9d-b9ff-45f1-854c-ca22067e7eb9"
} | {
"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": 8.8,
"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": 0.385,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.113,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.65,
"battery_mwh": 9.58,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-827D630A12",
"grid_service_limit_mw": 20.38,
"gross_sqft": 1164348,
"infill_site": false,
"lease_expiry_months": 69,... | {
"capital_availability": 0.059,
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"competitive_pressure_score": 0.726,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.11,
"nearby_nodes": 6,
"network_redundancy_score": 0.811,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 169777,... | [
{
"appointment_fill_pct": 97.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 57.4,
"dock_utilization_pct": 92.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.86,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.919,
"rent_growth_30d_pct": 3.4,
"rent_growth_90d_pct": 3.7,
"tenant_expansion_probability":... | {
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"lease_rate_change_pct": 3.13,
"occupancy_shift": 0.035,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 46.54
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.92
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.874,
"capital_availability": 0.059,
"demand_pressure": 1,
"entitlement_friction": 0.11,
"labor_shortage": 0.831,
"portfolio_tightness": 0.47,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-103358",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:28:00Z",
"trace_id": "6c4d8bd5-7efb-434b-941e-28142bd39a0d"
} | {
"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": "labor_constraint",
"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",
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.092,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.76,
"battery_mwh": 8.36,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 34,
"facility_id": "FAC-CA6A705C20",
"grid_service_limit_mw": 8.61,
"gross_sqft": 345261,
"infill_site": true,
"lease_expiry_months": 65,
"occup... | {
"capital_availability": 0.521,
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"competitive_pressure_score": 0.734,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.907,
"nearby_nodes": 8,
"network_redundancy_score": 0.319,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.7,
"dock_utilization_pct": 84.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.31,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.918,
"rent_growth_30d_pct": 1.4,
"rent_growth_90d_pct": 0.3,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -31514,
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"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.174,
"lease_rate_change_pct": -2.92,
"occupancy_shift": 0.013,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.71
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 35.37
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.521,
"demand_pressure": 0.536,
"entitlement_friction": 0.907,
"labor_shortage": 0.995,
"portfolio_tightness": 0.591,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.87,
"id": "FORGE-103359",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:52:00Z",
"trace_id": "554db4db-2862-4f1e-89a9-0cb69a39f05a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.254,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.28,
"battery_mwh": 2.64,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 60,
"facility_id": "FAC-98DF6A3DBB",
"grid_service_limit_mw": 10.77,
"gross_sqft": 608667,
"infill_site": true,
"lease_expiry_months": 21,
"... | {
"capital_availability": 0.627,
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"cross_node_rebalancing_capacity_pct": 0.058,
"entitlement_friction": 0.151,
"nearby_nodes": 4,
"network_redundancy_score": 0.329,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 86,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.2,
"dock_utilization_pct": 83.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.1,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 1.12,
"rent_growth_90d_pct": 0.05,
"tenant_expansion_probability": 0.323
} | {
"annualized_noi_impact_usd": -52379,
"annualized_revenue_impact_usd": -88069,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 590667,
"expansion_capture_probability_post_event": 0.213,
"lease_rate_change_pct": -1.98,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.69
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.49
},
{
"action": "activate_temp_labor",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.627,
"demand_pressure": 0.554,
"entitlement_friction": 0.151,
"labor_shortage": 0.834,
"portfolio_tightness": 0.394,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-103360",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:43:00Z",
"trace_id": "de3ef7b3-f09d-41ed-9d87-84b1e97f8f8a"
} | {
"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": [
{
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"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.326,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.302,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.42,
"battery_mwh": 10.33,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-B57DEB6515",
"grid_service_limit_mw": 17.19,
"gross_sqft": 1225656,
"infill_site": false,
"lease_expiry_months": 39... | {
"capital_availability": 0.056,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.463,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.411,
"nearby_nodes": 8,
"network_redundancy_score": 0.326,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 183520... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 85.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"foreca... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.8,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 0.91,
"rent_growth_90d_pct": 3.18,
"tenant_expansion_probability": 0.528
} | {
"annualized_noi_impact_usd": 67726,
"annualized_revenue_impact_usd": 108923,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 479074,
"expansion_capture_probability_post_event": 0.444,
"lease_rate_change_pct": 1.96,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.1
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.64
},
{
"action": "shift_overflo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.056,
"demand_pressure": 0.657,
"entitlement_friction": 0.411,
"labor_shortage": 0.807,
"portfolio_tightness": 0.362,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-103361",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T16:05:00Z",
"trace_id": "63d389c9-509f-47c8-933a-6106ab5b9a09"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.142,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.27,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.39,
"battery_mwh": 3.08,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-2631707AAF",
"grid_service_limit_mw": 22.77,
"gross_sqft": 1060112,
"infill_site": false,
"lease_expiry_months": 8,
"oc... | {
"capital_availability": 0.206,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.488,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.159,
"nearby_nodes": 7,
"network_redundancy_score": 0.721,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 80.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 63.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.35,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.8,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 1.44,
"rent_growth_90d_pct": 1.93,
"tenant_expansion_probability": 0.347
} | {
"annualized_noi_impact_usd": -60442,
"annualized_revenue_impact_usd": -88682,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 419330,
"expansion_capture_probability_post_event": 0.265,
"lease_rate_change_pct": -0.31,
"occupancy_shift": -0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.89
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.91
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.419,
"capital_availability": 0.206,
"demand_pressure": 0.371,
"entitlement_friction": 0.159,
"labor_shortage": 0.796,
"portfolio_tightness": 0.546,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-103362",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:37:00Z",
"trace_id": "be4088ec-2752-41df-8023-cfc96698578a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.227,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.466,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.52,
"battery_mwh": 0.89,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 138,
"facility_id": "FAC-3E66C3E04B",
"grid_service_limit_mw": 21.75,
"gross_sqft": 1388171,
"infill_site": false,
"lease_expiry_months": 25,
"o... | {
"capital_availability": 0.685,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.435,
"cross_node_rebalancing_capacity_pct": 0.078,
"entitlement_friction": 0.272,
"nearby_nodes": 6,
"network_redundancy_score": 0.35,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 81,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 84.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 60.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.3,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 1.74,
"rent_growth_90d_pct": 1.45,
"tenant_expansion_probability": 0.385
... | {
"annualized_noi_impact_usd": -103243,
"annualized_revenue_impact_usd": -172480,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 567547,
"expansion_capture_probability_post_event": 0.281,
"lease_rate_change_pct": -0.5,
"occupancy_shift": -0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.3
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.26
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.661,
"capital_availability": 0.685,
"demand_pressure": 0.55,
"entitlement_friction": 0.272,
"labor_shortage": 0.769,
"portfolio_tightness": 0.531,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-103363",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:26:00Z",
"trace_id": "3661c6e3-5123-4f1f-8715-24d8025754a3"
} | {
"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": 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": 0.359,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.181,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.46,
"battery_mwh": 9.37,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-5C6562E400",
"grid_service_limit_mw": 15.06,
"gross_sqft": 766506,
"infill_site": true,
"lease_expiry_months": 47,
"occu... | {
"capital_availability": 0.6,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.714,
"cross_node_rebalancing_capacity_pct": 0.042,
"entitlement_friction": 0.447,
"nearby_nodes": 7,
"network_redundancy_score": 0.776,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 138132,
... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.6,
"dock_utilization_pct": 87,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 34.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.679,
"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": 2.43,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.5,
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"rent_growth_30d_pct": 4.23,
"rent_growth_90d_pct": 5.6,
"tenant_expansion_probability": 0.744
} | {
"annualized_noi_impact_usd": 266326,
"annualized_revenue_impact_usd": 389850,
"cap_rate_pressure_pct": 0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 513496,
"expansion_capture_probability_post_event": 0.723,
"lease_rate_change_pct": 4.49,
"occupancy_shift": 0.037,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.69
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.75
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.088,
"capital_availability": 0.6,
"demand_pressure": 0.716,
"entitlement_friction": 0.447,
"labor_shortage": 0.691,
"portfolio_tightness": 0.476,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-103364",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:01:00Z",
"trace_id": "a49f5d27-7005-4084-84ba-e2a87dec9f5b"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.011,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.155,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.76,
"battery_mwh": 3.94,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 64,
"facility_id": "FAC-EF10B6201A",
"grid_service_limit_mw": 22.51,
"gross_sqft": 647937,
"infill_site": false,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.47,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.582,
"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.302,
"nearby_nodes": 4,
"network_redundancy_score": 0.662,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1937460... | [
{
"appointment_fill_pct": 72.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.7,
"dock_utilization_pct": 78,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 76.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.686,
"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": 2.09,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.6,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 0.75,
"rent_growth_90d_pct": 2.84,
"tenant_expansion_probability": 0.222... | {
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"annualized_revenue_impact_usd": -80751,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 536897,
"expansion_capture_probability_post_event": 0.163,
"lease_rate_change_pct": -1.3,
"occupancy_shift": 0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.33
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 25.5
},
{
"action": "defer_noncritical_projects",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.47,
"demand_pressure": 0.259,
"entitlement_friction": 0.302,
"labor_shortage": 0.963,
"portfolio_tightness": 0.413,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-103365",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:35:00Z",
"trace_id": "f0617974-968a-4226-b644-d076fd96079c"
} | {
"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": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"growth_rate": 0.433,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.039,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.29,
"battery_mwh": 9.19,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 125,
"facility_id": "FAC-49634803A7",
"grid_service_limit_mw": 17.77,
"gross_sqft": 1254015,
"infill_site": false,
"lease_expiry_months": 33,
"oc... | {
"capital_availability": 0.639,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.643,
"cross_node_rebalancing_capacity_pct": 0.078,
"entitlement_friction": 0.688,
"nearby_nodes": 2,
"network_redundancy_score": 0.677,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 115109... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 85.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.7,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
"build_vs_buy_score": 1.92,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.5,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 1.59,
"rent_growth_90d_pct": 3.06,
"tenant_expansion_probability": 0.599
... | {
"annualized_noi_impact_usd": 105110,
"annualized_revenue_impact_usd": 157073,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 790851,
"expansion_capture_probability_post_event": 0.463,
"lease_rate_change_pct": 1.65,
"occupancy_shift": 0.013,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 57.54
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 49.8
},
{
"action": "shift... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.639,
"demand_pressure": 0.659,
"entitlement_friction": 0.688,
"labor_shortage": 0.763,
"portfolio_tightness": 0.458,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-103366",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:02:00Z",
"trace_id": "06fcce4c-64d9-4e56-8d83-aa985cb8f235"
} | {
"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": 8.6,
"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": 0.291,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.418,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.6,
"battery_mwh": 11.87,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 133,
"facility_id": "FAC-AA97EF3172",
"grid_service_limit_mw": 14.29,
"gross_sqft": 1337984,
"infill_site": true,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.488,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.575,
"cross_node_rebalancing_capacity_pct": 0.182,
"entitlement_friction": 0.265,
"nearby_nodes": 6,
"network_redundancy_score": 0.772,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 91.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.19,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.9,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 3.13,
"rent_growth_90d_pct": 4.86,
"tenant_expansion_probability": 0.517
} | {
"annualized_noi_impact_usd": 171603,
"annualized_revenue_impact_usd": 291726,
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"decision_horizon_days": 45,
"estimated_capex_usd": 480897,
"expansion_capture_probability_post_event": 0.448,
"lease_rate_change_pct": 3.27,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.96
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.44
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.488,
"demand_pressure": 0.953,
"entitlement_friction": 0.265,
"labor_shortage": 0.732,
"portfolio_tightness": 0.419,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-103367",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:41:00Z",
"trace_id": "9794f138-8799-48d6-8f24-7d14fd804f5c"
} | {
"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": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"growth_rate": 0.112,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.409,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.75,
"battery_mwh": 5.7,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-86F0E37154",
"grid_service_limit_mw": 21.53,
"gross_sqft": 1078919,
"infill_site": false,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.595,
"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.397,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.503,
"nearby_nodes": 7,
"network_redundancy_score": 0.361,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 82.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.11,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 0.5,
"rent_growth_90d_pct": 1.42,
"tenant_expansion_probability": 0.28
} | {
"annualized_noi_impact_usd": -192791,
"annualized_revenue_impact_usd": -256370,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 608485,
"expansion_capture_probability_post_event": 0.181,
"lease_rate_change_pct": -1.36,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.07
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.49
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.595,
"demand_pressure": 0.492,
"entitlement_friction": 0.503,
"labor_shortage": 0.829,
"portfolio_tightness": 0.412,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-103368",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:03:00Z",
"trace_id": "ffc1e7f7-94d6-420c-b907-020e381d9619"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.7,
"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": -0.013,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.303,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.32,
"battery_mwh": 4.81,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 27,
"facility_id": "FAC-06B2BDFBAC",
"grid_service_limit_mw": 25.39,
"gross_sqft": 271302,
"infill_site": true,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.969,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.758,
"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.21,
"nearby_nodes": 2,
"network_redundancy_score": 0.75,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 73.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 31.3,
"dock_utilization_pct": 79.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.634,
"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": 2.64,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 90.4,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 2.24,
"rent_growth_90d_pct": 1.6,
"tenant_expansion_probability": 0.295
} | {
"annualized_noi_impact_usd": -17317,
"annualized_revenue_impact_usd": -26737,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 366844,
"expansion_capture_probability_post_event": 0.269,
"lease_rate_change_pct": -1.43,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.55
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 25.13
},
{
"action": "activate_temp_labor",
"reason... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.222,
"capital_availability": 0.969,
"demand_pressure": 0.31,
"entitlement_friction": 0.21,
"labor_shortage": 0.74,
"portfolio_tightness": 0.47,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-103369",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:25:00Z",
"trace_id": "fdae1b5b-fabf-4533-8fc3-7cdd9f96686d"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.303,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.243,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.43,
"battery_mwh": 9.08,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-8B15EB06BB",
"grid_service_limit_mw": 26.19,
"gross_sqft": 1029360,
"infill_site": false,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.238,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.29,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.144,
"nearby_nodes": 8,
"network_redundancy_score": 0.702,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 86.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 46.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.34,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.9,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 2.3,
"rent_growth_90d_pct": 0.95,
"tenant_expansion_probability": 0.536
} | {
"annualized_noi_impact_usd": 67507,
"annualized_revenue_impact_usd": 103025,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 366991,
"expansion_capture_probability_post_event": 0.472,
"lease_rate_change_pct": 0.69,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.14
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.25
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.3,
"capital_availability": 0.238,
"demand_pressure": 0.705,
"entitlement_friction": 0.144,
"labor_shortage": 0.63,
"portfolio_tightness": 0.422,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-103370",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:03:00Z",
"trace_id": "02fd37df-ab97-4ca9-a7e7-99926ea8e181"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.19,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.08,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.55,
"battery_mwh": 4.98,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-937745B9DB",
"grid_service_limit_mw": 15.92,
"gross_sqft": 537862,
"infill_site": false,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.687,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.399,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.417,
"nearby_nodes": 7,
"network_redundancy_score": 0.544,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 76,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.9,
"dock_utilization_pct": 80.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 67.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.747,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.66,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": -0.37,
"rent_growth_90d_pct": 1.11,
"tenant_expansion_probability": 0.331
} | {
"annualized_noi_impact_usd": -18604,
"annualized_revenue_impact_usd": -26874,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 476303,
"expansion_capture_probability_post_event": 0.237,
"lease_rate_change_pct": -0.6,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.3
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.23
},
{
"action": "escalate_utility_interconnect",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.453,
"capital_availability": 0.687,
"demand_pressure": 0.414,
"entitlement_friction": 0.417,
"labor_shortage": 0.548,
"portfolio_tightness": 0.337,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-103371",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:28:00Z",
"trace_id": "7cb7c439-353e-4e09-a7b5-5704f97171d1"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"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": 0.198,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.207,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.67,
"battery_mwh": 6.87,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 50,
"facility_id": "FAC-89EE12C54D",
"grid_service_limit_mw": 6.63,
"gross_sqft": 507779,
"infill_site": false,
"lease_expiry_months": 70,
"occup... | {
"capital_availability": 0.622,
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"cross_node_rebalancing_capacity_pct": 0.202,
"entitlement_friction": 0.706,
"nearby_nodes": 6,
"network_redundancy_score": 0.543,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.74,
"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": 2.84,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.91,
"rent_growth_30d_pct": 3.31,
"rent_growth_90d_pct": 2.91,
"tenant_expansion_probability... | {
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"decision_horizon_days": 90,
"estimated_capex_usd": 692844,
"expansion_capture_probability_post_event": 0.375,
"lease_rate_change_pct": -0.41,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 55.13
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 39.75
},
{
"action": "offer_preemptive_ex... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.236,
"capital_availability": 0.622,
"demand_pressure": 0.477,
"entitlement_friction": 0.706,
"labor_shortage": 0.847,
"portfolio_tightness": 0.575,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-103372",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:29:00Z",
"trace_id": "6ff54a11-33a5-4ad6-80a7-746216f1b09b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.211,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.331,
"seasonality": 0.33,
"servic... | {
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"battery_mwh": 6.03,
"building_class": "class_a_plus",
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"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-710818964C",
"grid_service_limit_mw": 11.35,
"gross_sqft": 416190,
"infill_site": true,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.547,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.49,
"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.147,
"nearby_nodes": 3,
"network_redundancy_score": 0.681,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 15... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40,
"dock_utilization_pct": 82.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.1,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 0.85,
"rent_growth_90d_pct": 1.85,
"tenant_expansion_probability": 0.363
} | {
"annualized_noi_impact_usd": -36923,
"annualized_revenue_impact_usd": -51211,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 651317,
"expansion_capture_probability_post_event": 0.271,
"lease_rate_change_pct": 0.07,
"occupancy_shift": -0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.56
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.92
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.387,
"capital_availability": 0.547,
"demand_pressure": 0.484,
"entitlement_friction": 0.147,
"labor_shortage": 0.644,
"portfolio_tightness": 0.394,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-103373",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:54:00Z",
"trace_id": "a21a5f65-13f2-44b8-8602-1967a98b4c4f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.378,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.057,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.68,
"battery_mwh": 11.57,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-6AD64EA85E",
"grid_service_limit_mw": 18.97,
"gross_sqft": 535085,
"infill_site": false,
"lease_expiry_months": 13,
"oc... | {
"capital_availability": 0.381,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.259,
"cross_node_rebalancing_capacity_pct": 0.209,
"entitlement_friction": 0.437,
"nearby_nodes": 3,
"network_redundancy_score": 0.444,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 119818... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 82.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 65,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_rate_pc... | {
"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": 1.87,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.6,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 0.17,
"rent_growth_90d_pct": 0.39,
"tenant_expansion_probability": 0.567
} | {
"annualized_noi_impact_usd": 20352,
"annualized_revenue_impact_usd": 31912,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 457699,
"expansion_capture_probability_post_event": 0.466,
"lease_rate_change_pct": -0.1,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.82
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.84
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.511,
"capital_availability": 0.381,
"demand_pressure": 0.492,
"entitlement_friction": 0.437,
"labor_shortage": 0.872,
"portfolio_tightness": 0.369,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-103374",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:13:00Z",
"trace_id": "0394f2f7-42cd-40a9-a094-80e6cd2d0e9d"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.3,
"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": -0.003,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.349,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.47,
"battery_mwh": 8.56,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 33,
"facility_id": "FAC-542313C34D",
"grid_service_limit_mw": 15.17,
"gross_sqft": 338635,
"infill_site": false,
"lease_expiry_months": 18,
"occu... | {
"capital_availability": 0.422,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.284,
"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.572,
"nearby_nodes": 4,
"network_redundancy_score": 0.384,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 72.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 29.7,
"dock_utilization_pct": 78.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 81.6,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 15.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.684,
"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": 2.38,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.5,
"occupancy_90d": 0.889,
"rent_growth_30d_pct": 1.22,
"rent_growth_90d_pct": 1.35,
"tenant_expansion_probability": 0.196
} | {
"annualized_noi_impact_usd": -37205,
"annualized_revenue_impact_usd": -63586,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 60,
"estimated_capex_usd": 755422,
"expansion_capture_probability_post_event": 0.121,
"lease_rate_change_pct": -2.59,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.19
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 26.38
},
{
"action": "hold_service_levels... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.469,
"capital_availability": 0.422,
"demand_pressure": 0.262,
"entitlement_friction": 0.572,
"labor_shortage": 0.639,
"portfolio_tightness": 0.469,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-103375",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:26:00Z",
"trace_id": "7212b691-05f7-498d-979d-ea81a70913e9"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.273,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.307,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.79,
"battery_mwh": 5.63,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 63,
"facility_id": "FAC-B1EC181145",
"grid_service_limit_mw": 20.86,
"gross_sqft": 631964,
"infill_site": true,
"lease_expiry_months": 12,
"... | {
"capital_availability": 0.789,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.44,
"cross_node_rebalancing_capacity_pct": 0.054,
"entitlement_friction": 0.244,
"nearby_nodes": 5,
"network_redundancy_score": 0.697,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.4,
"dock_utilization_pct": 83.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 1.98,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.5,
"occupancy_90d": 0.879,
"rent_growth_30d_pct": 2.12,
"rent_growth_90d_pct": 2.09,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -5487,
"annualized_revenue_impact_usd": -9088,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 534787,
"expansion_capture_probability_post_event": 0.371,
"lease_rate_change_pct": 0.25,
"occupancy_shift": -0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.15
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.06
},
{
"action": "activate_temp_labor",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.361,
"capital_availability": 0.789,
"demand_pressure": 0.518,
"entitlement_friction": 0.244,
"labor_shortage": 0.904,
"portfolio_tightness": 0.54,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-103376",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:04:00Z",
"trace_id": "f41c553f-8714-481a-8ce0-96a2160d1664"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.029,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.421,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.62,
"battery_mwh": 10.39,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-CFB72C9756",
"grid_service_limit_mw": 17.6,
"gross_sqft": 704409,
"infill_site": false,
"lease_expiry_months": 52,
"occ... | {
"capital_availability": 0.409,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.631,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.223,
"nearby_nodes": 4,
"network_redundancy_score": 0.728,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 124666... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.4,
"dock_utilization_pct": 79.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 46.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.3,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": -0.02,
"rent_growth_90d_pct": 2.25,
"tenant_expansion_probability": 0.165
} | {
"annualized_noi_impact_usd": -181886,
"annualized_revenue_impact_usd": -238347,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 531293,
"expansion_capture_probability_post_event": 0.086,
"lease_rate_change_pct": -1.2,
"occupancy_shift": -0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.21
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.09
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.497,
"capital_availability": 0.409,
"demand_pressure": 0.359,
"entitlement_friction": 0.223,
"labor_shortage": 0.861,
"portfolio_tightness": 0.394,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-103377",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:51:00Z",
"trace_id": "d3fa46d7-5cf3-4ca2-8e5d-1063b1492a42"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.039,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.397,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.32,
"battery_mwh": 1.46,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-3FEDF2A905",
"grid_service_limit_mw": 7.82,
"gross_sqft": 742767,
"infill_site": true,
"lease_expiry_months": 58,
"occup... | {
"capital_availability": 0.624,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.512,
"cross_node_rebalancing_capacity_pct": 0.074,
"entitlement_friction": 0.72,
"nearby_nodes": 2,
"network_redundancy_score": 0.42,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 7823... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40,
"dock_utilization_pct": 83.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 17.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.69,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 2.97,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": 4.03,
"rent_growth_90d_pct": 4.21,
"tenant_expansion_probability": 0.332
... | {
"annualized_noi_impact_usd": -23354,
"annualized_revenue_impact_usd": -38646,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 617079,
"expansion_capture_probability_post_event": 0.278,
"lease_rate_change_pct": -0.2,
"occupancy_shift": 0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.94
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 27.87
},
{
"action": "secure_pop_up_capacity",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.061,
"capital_availability": 0.624,
"demand_pressure": 0.484,
"entitlement_friction": 0.72,
"labor_shortage": 0.806,
"portfolio_tightness": 0.632,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-103378",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:12:00Z",
"trace_id": "edebeae9-048b-443f-b02d-75c48cb539b6"
} | {
"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": "labor_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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.113,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.22,
"seasonality": 0.74,
"service_level_t... | {
"automation_penetration": 0.48,
"battery_mwh": 8.99,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-3B236538DA",
"grid_service_limit_mw": 12.71,
"gross_sqft": 1154049,
"infill_site": false,
"lease_expiry_months": 45,
"o... | {
"capital_availability": 0.663,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.379,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.792,
"nearby_nodes": 2,
"network_redundancy_score": 0.665,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 83.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.53,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.9,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 1.9,
"rent_growth_90d_pct": 3.46,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -142528,
"annualized_revenue_impact_usd": -239334,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 678761,
"expansion_capture_probability_post_event": 0.207,
"lease_rate_change_pct": -0.43,
"occupancy_shift": 0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.84
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.19
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.332,
"capital_availability": 0.663,
"demand_pressure": 0.518,
"entitlement_friction": 0.792,
"labor_shortage": 1,
"portfolio_tightness": 0.591,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-103379",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:34:00Z",
"trace_id": "4bfc5b55-5e93-4fa9-bfd8-45c3acb170ae"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.8,
"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": 0.223,
"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.259,
"seasonality": 0.49,
"service_level_ta... | {
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"battery_mwh": 2.93,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 99,
"facility_id": "FAC-E7D738D633",
"grid_service_limit_mw": 20.37,
"gross_sqft": 995713,
"infill_site": true,
"lease_expiry_months": 59,
"occup... | {
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"cluster_utilization_pct": 0.893,
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"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.083,
"nearby_nodes": 2,
"network_redundancy_score": 0.697,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 681083... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 82.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.5,
"shift_fill_r... | {
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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",
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"build_vs_buy_score": 1.93,
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"market_entry_score": 84.4,
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"rent_growth_30d_pct": 0.63,
"rent_growth_90d_pct": 2.47,
"tenant_expansion_probability": 0.33
} | {
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"decision_horizon_days": 45,
"estimated_capex_usd": 716465,
"expansion_capture_probability_post_event": 0.218,
"lease_rate_change_pct": 0.03,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
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{
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"score": 38.18
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.31
},
{
"action": "s... | {
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"demand_pressure": 0.498,
"entitlement_friction": 0.083,
"labor_shortage": 0.849,
"portfolio_tightness": 0.395,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-103380",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:47:00Z",
"trace_id": "7282c313-c78d-43a8-8b18-939ef519293f"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.211,
"seasonality": 0.82,
"service_level_ta... | {
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"battery_mwh": 6.03,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-7F7EF80877",
"grid_service_limit_mw": 7.91,
"gross_sqft": 1208100,
"infill_site": true,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.418,
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"competitive_pressure_score": 0.697,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.604,
"nearby_nodes": 5,
"network_redundancy_score": 0.825,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 47... | [
{
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"dock_utilization_pct": 88.3,
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"power_load_pct_of_service_limit": 60.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.3,
"shift_fi... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.53,
"rent_growth_90d_pct": 4.8,
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} | {
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"lease_rate_change_pct": 1.58,
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"service_penalty_risk_usd... | {
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{
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"reason": "capture_growth,tenant_lock_in",
"score": 40.78
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.48
},
{
"action": "lock_power_capa... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.723,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-103381",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:35:00Z",
"trace_id": "0f694ec1-2435-4108-bd91-877b4351e1d2"
} | {
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.258,
"seasonality": 0.82,
"service_level_target":... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-8B3189AE97",
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"gross_sqft": 514066,
"infill_site": true,
"lease_expiry_months": 72,
... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.537,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 81... | [
{
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"power_load_pct_of_service_limit": 47.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9,
"shift_fill_rat... | {
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"confidence_band": "very_high",
"forec... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.4,
"rent_growth_90d_pct": 5.74,
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"lease_rate_change_pct": 2.18,
"occupancy_shift": 0.025,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.3
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.39
},
{
"action": "shift_overflow_to_satellite",... | {
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"capital_availability": 0.393,
"demand_pressure": 0.616,
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"labor_shortage": 0.809,
"portfolio_tightness": 0.432,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-103382",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:01:00Z",
"trace_id": "618caa81-b107-46c4-a72c-200256691ca6"
} | {
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.266,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 5.2,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-518C5691ED",
"grid_service_limit_mw": 12.33,
"gross_sqft": 1193948,
"infill_site": true,
"lease_expiry_months": 25,
"occ... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.383,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 87.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14.8,
"shift_fill_... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 4.12,
"rent_growth_90d_pct": 3.84,
"tenant_expansion_probability": 0.779
} | {
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"lease_rate_change_pct": 3.72,
"occupancy_shift": 0.029,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.02
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.64
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.679,
"demand_pressure": 0.761,
"entitlement_friction": 0.176,
"labor_shortage": 0.612,
"portfolio_tightness": 0.395,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-103383",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:08:00Z",
"trace_id": "c38b1591-8120-49fe-a5b7-a3bc09fe3947"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.377,
"seasonality": 0.74,
"service_level_... | {
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"battery_mwh": 11.66,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 29,
"facility_id": "FAC-87E5752AE0",
"grid_service_limit_mw": 21.87,
"gross_sqft": 291039,
"infill_site": false,
"lease_expiry_months": 19,
"oc... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.495,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 81.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"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": "moderate",
"foreca... | {
"build_vs_buy_score": 1.63,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 81,
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"rent_growth_30d_pct": 0.39,
"rent_growth_90d_pct": 2.67,
"tenant_expansion_probability": 0.297
} | {
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"expansion_capture_probability_post_event": 0.222,
"lease_rate_change_pct": 0.14,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.65
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.43
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.796,
"capital_availability": 0.083,
"demand_pressure": 0.44,
"entitlement_friction": 0.43,
"labor_shortage": 0.753,
"portfolio_tightness": 0.478,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-103384",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:57:00Z",
"trace_id": "d17f1942-1871-447d-925c-faa2f92a1467"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
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"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.509,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.22,
"battery_mwh": 1.47,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-53FBEA49EC",
"grid_service_limit_mw": 8.34,
"gross_sqft": 1117358,
"infill_site": false,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.427,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.581,
"cross_node_rebalancing_capacity_pct": 0.058,
"entitlement_friction": 0.498,
"nearby_nodes": 7,
"network_redundancy_score": 0.49,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 212... | [
{
"appointment_fill_pct": 75.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 81.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill... | {
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"anomaly_score": 0.756,
"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": 2.32,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 74.8,
"occupancy_90d": 0.879,
"rent_growth_30d_pct": 1.11,
"rent_growth_90d_pct": 0.68,
"tenant_expansion_probability": 0.242
} | {
"annualized_noi_impact_usd": -548644,
"annualized_revenue_impact_usd": -726235,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 45,
"estimated_capex_usd": 576908,
"expansion_capture_probability_post_event": 0.154,
"lease_rate_change_pct": -2.21,
"occupancy_shift": -0.013,
"service_penalty_ri... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.7
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.88
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.427,
"demand_pressure": 0.397,
"entitlement_friction": 0.498,
"labor_shortage": 0.891,
"portfolio_tightness": 0.63,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-103385",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:57:00Z",
"trace_id": "1814ac14-1854-4405-aa53-73beef5d4235"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.156,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.33,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.76,
"battery_mwh": 7.57,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-1445CD5802",
"grid_service_limit_mw": 6.85,
"gross_sqft": 406511,
"infill_site": false,
"lease_expiry_months": 8,
"occup... | {
"capital_availability": 0.523,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.75,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.34,
"nearby_nodes": 2,
"network_redundancy_score": 0.876,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1952... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.5,
"dock_utilization_pct": 83.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.55,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": 1.96,
"rent_growth_90d_pct": 1.26,
"tenant_expansion_probability": 0.36
} | {
"annualized_noi_impact_usd": -36519,
"annualized_revenue_impact_usd": -56583,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 545194,
"expansion_capture_probability_post_event": 0.265,
"lease_rate_change_pct": -1.1,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.5
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.96
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.523,
"demand_pressure": 0.482,
"entitlement_friction": 0.34,
"labor_shortage": 0.901,
"portfolio_tightness": 0.596,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-103386",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:33:00Z",
"trace_id": "21f26219-bc71-4e3c-a707-b02aab1d47d2"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.225,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.421,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.7,
"battery_mwh": 4.5,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-073F0940D0",
"grid_service_limit_mw": 13.07,
"gross_sqft": 1222747,
"infill_site": true,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.891,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.808,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.265,
"nearby_nodes": 8,
"network_redundancy_score": 0.48,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 6... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 84.6,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 46.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.693,
"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": 2.35,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.3,
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"rent_growth_30d_pct": 4.33,
"rent_growth_90d_pct": 5.68,
"tenant_expansion_probability": 0.558
} | {
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"annualized_revenue_impact_usd": 217243,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.523,
"lease_rate_change_pct": 3.23,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.07
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.82
},
{
"action": "hold_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.891,
"demand_pressure": 0.567,
"entitlement_friction": 0.265,
"labor_shortage": 0.68,
"portfolio_tightness": 0.569,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.742,
"id": "FORGE-103387",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T14:51:00Z",
"trace_id": "90f0c6e4-31c4-4e08-a129-85142e650ca3"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.448,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.196,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.8,
"battery_mwh": 4.55,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 137,
"facility_id": "FAC-DD87FEEF3D",
"grid_service_limit_mw": 9.68,
"gross_sqft": 1372981,
"infill_site": true,
"lease_expiry_months": 37,
... | {
"capital_availability": 0.405,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.729,
"cross_node_rebalancing_capacity_pct": 0.164,
"entitlement_friction": 0.653,
"nearby_nodes": 8,
"network_redundancy_score": 0.578,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 540... | [
{
"appointment_fill_pct": 87.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 88.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.726,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.5,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 4.42,
"rent_growth_90d_pct": 5.26,
"tenant_expansion_probability": 0.787... | {
"annualized_noi_impact_usd": 850259,
"annualized_revenue_impact_usd": 1090809,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.732,
"lease_rate_change_pct": 4.09,
"occupancy_shift": 0.034,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.35
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.06
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.704,
"capital_availability": 0.405,
"demand_pressure": 0.75,
"entitlement_friction": 0.653,
"labor_shortage": 0.827,
"portfolio_tightness": 0.618,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-103388",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:07:00Z",
"trace_id": "456c5ab4-4112-41ec-86d7-3698e36f6ab1"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.429,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.192,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.74,
"battery_mwh": 0.52,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-E5FE592C9A",
"grid_service_limit_mw": 9.75,
"gross_sqft": 425402,
"infill_site": true,
"lease_expiry_months": 71,
"occup... | {
"capital_availability": 0.445,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.415,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.875,
"nearby_nodes": 2,
"network_redundancy_score": 0.407,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 93.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 53.6,
"dock_utilization_pct": 89.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_... | {
"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": 2.23,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 71.8,
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"rent_growth_30d_pct": 3.33,
"rent_growth_90d_pct": 2.08,
"tenant_expansion_probability": 0.685
} | {
"annualized_noi_impact_usd": 83522,
"annualized_revenue_impact_usd": 133137,
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"decision_horizon_days": 45,
"estimated_capex_usd": 508259,
"expansion_capture_probability_post_event": 0.58,
"lease_rate_change_pct": 1.42,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.95
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 39.88
},
{
"action": "delay_spe... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.971,
"capital_availability": 0.445,
"demand_pressure": 0.799,
"entitlement_friction": 0.875,
"labor_shortage": 0.859,
"portfolio_tightness": 0.718,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-103389",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:48:00Z",
"trace_id": "0604f3b0-8586-4030-a11e-0f4d5b7b279a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"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": "high",
"risk_of_churn": 0.411,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 11.32,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-07299A1510",
"grid_service_limit_mw": 18.78,
"gross_sqft": 1271592,
"infill_site": false,
"lease_expiry_months": 41... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.614,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 24152,... | [
{
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"power_load_pct_of_service_limit": 47.8,
"reefer_temp_delta_c": 0.85,
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"shift_fill... | {
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"confidence_band": "high",
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} | {
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.71
},
{
"action": "hold_service_... | {
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"labor_shortage": 0.781,
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-103390",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:38:00Z",
"trace_id": "4c33848f-f2f9-4e65-97c5-7a10198c2571"
} | {
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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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},
{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"risk_of_churn": 0.123,
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"infill_site": true,
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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"reefer_temp_delta_c": 0.9,
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} | {
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},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
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{
"action": "shif... | {
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-103391",
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"timestamp": "2026-01-01T15:19:00Z",
"trace_id": "d76f8392-be4b-4c00-860e-1902bef3c96a"
} | {
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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",
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},
{
... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"gross_sqft": 1286880,
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... | {
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"portfolio_cluster": "phoenix_west_valley",
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{
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"reefer_temp_delta_c": 1.6,
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.68
},
{
"action": "deploy_peak_sha... | {
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:53:00Z",
"trace_id": "3cd55c5e-588a-40b2-b618-3ddccfb5da47"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
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{
... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"spec_pipelin... | [
{
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"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.7,
"shift_fill_rate_p... | {
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"confidence_band": "very_high",
"forecast... | {
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"rent_growth_90d_pct": 2.24,
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{
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},
{
"action": "rebalance_carrier_mix",
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"score": 33.22
},
{
"action": "shift_overflow_to_satellite",
"r... | {
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:08:00Z",
"trace_id": "06894d29-14b2-45d0-8a62-8744fcd69ae8"
} | {
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "standard",
"risk_of_churn": 0.331,
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"service_level_tar... | {
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"gross_sqft": 1264233,
"infill_site": true,
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"occ... | {
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"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
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"power_load_pct_of_service_limit": 92.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
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"market_entry_score": 80.6,
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"rent_growth_30d_pct": 3.35,
"rent_growth_90d_pct": 3.48,
"tenant_expansion_probability": 0.304
} | {
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"expansion_capture_probability_post_event": 0.217,
"lease_rate_change_pct": -0.97,
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"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 55.28
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 35.31
},
{
"action": "shift_overflow_to_s... | {
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"portfolio_tightness": 0.655,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-103394",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:00:00Z",
"trace_id": "98bccce2-4f34-4152-b49c-9f704bbeb07c"
} | {
"airport_proximity_km": 28,
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.107,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.122,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.43,
"battery_mwh": 3.85,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 142,
"facility_id": "FAC-4043EEF20B",
"grid_service_limit_mw": 22.29,
"gross_sqft": 1424761,
"infill_site": false,
"lease_expiry_months": 26,
"o... | {
"capital_availability": 0.6,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.732,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.276,
"nearby_nodes": 5,
"network_redundancy_score": 0.681,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 30.3,
"dock_utilization_pct": 81.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 72.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.686,
"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": 2.62,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 89.8,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 2.57,
"rent_growth_90d_pct": 1.28,
"tenant_expansion_probability": 0.356
} | {
"annualized_noi_impact_usd": -7613,
"annualized_revenue_impact_usd": -12111,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 698483,
"expansion_capture_probability_post_event": 0.303,
"lease_rate_change_pct": -1.32,
"occupancy_shift": 0.019,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 51.16
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.34
},
{
"action": "offer_preemptive... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.163,
"capital_availability": 0.6,
"demand_pressure": 0.435,
"entitlement_friction": 0.276,
"labor_shortage": 0.624,
"portfolio_tightness": 0.431,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-103395",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:18:00Z",
"trace_id": "c970c2e0-f292-4ee0-bb2a-73879622936f"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.209,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.218,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.64,
"battery_mwh": 1.5,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-0757701996",
"grid_service_limit_mw": 24.92,
"gross_sqft": 1051299,
"infill_site": true,
"lease_expiry_months": 17,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.283,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.627,
"nearby_nodes": 3,
"network_redundancy_score": 0.717,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 82.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"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": 1.93,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 0.51,
"rent_growth_90d_pct": 2.76,
"tenant_expansion_probability": 0.38
} | {
"annualized_noi_impact_usd": -79994,
"annualized_revenue_impact_usd": -114775,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 646784,
"expansion_capture_probability_post_event": 0.278,
"lease_rate_change_pct": 0.36,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.73
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.58
},
{
"action": "rebalance_carrier_mix",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.838,
"capital_availability": 0,
"demand_pressure": 0.479,
"entitlement_friction": 0.627,
"labor_shortage": 0.803,
"portfolio_tightness": 0.505,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-103396",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:32:00Z",
"trace_id": "31f08636-f8ed-4a65-a24f-a44863576a1b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.36,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.441,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.31,
"battery_mwh": 6.82,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-8FBCB51F9D",
"grid_service_limit_mw": 25.6,
"gross_sqft": 526081,
"infill_site": false,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.573,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.587,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.641,
"nearby_nodes": 7,
"network_redundancy_score": 0.666,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 87.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 1.93,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.9,
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"rent_growth_30d_pct": 1.28,
"rent_growth_90d_pct": 2.38,
"tenant_expansion_probability": 0.559
} | {
"annualized_noi_impact_usd": 17934,
"annualized_revenue_impact_usd": 27201,
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"decision_horizon_days": 30,
"estimated_capex_usd": 507785,
"expansion_capture_probability_post_event": 0.468,
"lease_rate_change_pct": 1.55,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.97
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.14
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.707,
"capital_availability": 0.573,
"demand_pressure": 0.749,
"entitlement_friction": 0.641,
"labor_shortage": 0.701,
"portfolio_tightness": 0.411,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-103397",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:50:00Z",
"trace_id": "154b312c-0ca3-4d1e-b693-74932b7e5de1"
} | {
"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": "power_constraint",
"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": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.031,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.202,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.8,
"battery_mwh": 2.19,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 139,
"facility_id": "FAC-64A245AA68",
"grid_service_limit_mw": 16.99,
"gross_sqft": 1393182,
"infill_site": true,
"lease_expiry_months": 59,
"occu... | {
"capital_availability": 0.327,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.488,
"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.521,
"nearby_nodes": 8,
"network_redundancy_score": 0.571,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.1,
"dock_utilization_pct": 84.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"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": 1.98,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.9,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 1.12,
"rent_growth_90d_pct": 2.55,
"tenant_expansion_probability": 0.142
} | {
"annualized_noi_impact_usd": -254388,
"annualized_revenue_impact_usd": -330816,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 60,
"estimated_capex_usd": 619263,
"expansion_capture_probability_post_event": 0.029,
"lease_rate_change_pct": -1.44,
"occupancy_shift": 0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.69
},
{
"action": "defer_noncritical_projects",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.803,
"capital_availability": 0.327,
"demand_pressure": 0.588,
"entitlement_friction": 0.521,
"labor_shortage": 0.763,
"portfolio_tightness": 0.492,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-103398",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T16:51:00Z",
"trace_id": "424f9999-d245-4ae5-97a5-9024c821271a"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.159,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.243,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.66,
"battery_mwh": 0.23,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-485E174042",
"grid_service_limit_mw": 7.26,
"gross_sqft": 1204703,
"infill_site": false,
"lease_expiry_months": 69,
"oc... | {
"capital_availability": 0.852,
"cluster_utilization_pct": 0.906,
"competitive_pressure_score": 0.528,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.338,
"nearby_nodes": 8,
"network_redundancy_score": 0.877,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 89,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.712,
"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": 3.15,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 6.4,
"rent_growth_90d_pct": 7.72,
"tenant_expansion_probability": 0.539
} | {
"annualized_noi_impact_usd": 475063,
"annualized_revenue_impact_usd": 786720,
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"expansion_capture_probability_post_event": 0.51,
"lease_rate_change_pct": 4.27,
"occupancy_shift": 0.034,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.86
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.39
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.056,
"capital_availability": 0.852,
"demand_pressure": 0.764,
"entitlement_friction": 0.338,
"labor_shortage": 0.731,
"portfolio_tightness": 0.696,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-103399",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:05:00Z",
"trace_id": "d7575b53-19fb-45e5-b185-fdfcd1a4fed1"
} | {
"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": "power_constraint",
"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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.335,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.265,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.44,
"battery_mwh": 0.21,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-4E37382339",
"grid_service_limit_mw": 21.74,
"gross_sqft": 896173,
"infill_site": true,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.515,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.771,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.508,
"nearby_nodes": 5,
"network_redundancy_score": 0.608,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 416049... | [
{
"appointment_fill_pct": 77.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 32.9,
"dock_utilization_pct": 82.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 68.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.674,
"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": 2.15,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 2.37,
"rent_growth_90d_pct": 4.08,
"tenant_expansion_probability": 0.607
} | {
"annualized_noi_impact_usd": 108327,
"annualized_revenue_impact_usd": 152126,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 682019,
"expansion_capture_probability_post_event": 0.552,
"lease_rate_change_pct": 2.57,
"occupancy_shift": 0.014,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.9
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.39
},
{
"action": "shift_overflow_to_sa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.567,
"capital_availability": 0.515,
"demand_pressure": 0.463,
"entitlement_friction": 0.508,
"labor_shortage": 0.575,
"portfolio_tightness": 0.495,
... |
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