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": 0.8,
"id": "FORGE-104000",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:28:00Z",
"trace_id": "c0dafb63-063e-4ca5-b610-4f15c931dd1a"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"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": 0.288,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.19,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.42,
"battery_mwh": 1.59,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-F843A92208",
"grid_service_limit_mw": 11.32,
"gross_sqft": 664906,
"infill_site": true,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.617,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.276,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.351,
"nearby_nodes": 5,
"network_redundancy_score": 0.361,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 59.7,
"dock_utilization_pct": 91.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.839,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.49,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.4,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 4.28,
"rent_growth_90d_pct": 5.92,
"tenant_expansion_probability": 0.539
} | {
"annualized_noi_impact_usd": 220861,
"annualized_revenue_impact_usd": 341016,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 412471,
"expansion_capture_probability_post_event": 0.456,
"lease_rate_change_pct": 3.53,
"occupancy_shift": 0.028,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.43
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.22
},
{
"action": "offer_preemptive_expansion_term_sheet",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.723,
"capital_availability": 0.617,
"demand_pressure": 0.933,
"entitlement_friction": 0.351,
"labor_shortage": 0.977,
"portfolio_tightness": 0.631,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-104001",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:04:00Z",
"trace_id": "b93566e7-ffd1-4c34-88f8-d1bf8ab39311"
} | {
"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": 6.9,
"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": 0.33,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.189,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.56,
"battery_mwh": 3.59,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-594180E901",
"grid_service_limit_mw": 14,
"gross_sqft": 1103115,
"infill_site": true,
"lease_expiry_months": 66,
"occup... | {
"capital_availability": 0.638,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.442,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.683,
"nearby_nodes": 3,
"network_redundancy_score": 0.609,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 30.2,
"dock_utilization_pct": 84.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 32.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 16.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.661,
"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": 1.82,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 2.22,
"rent_growth_90d_pct": 3.63,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 257403,
"annualized_revenue_impact_usd": 337196,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 519208,
"expansion_capture_probability_post_event": 0.609,
"lease_rate_change_pct": 2.76,
"occupancy_shift": 0.029,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.48
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 27.06
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.714,
"capital_availability": 0.638,
"demand_pressure": 0.59,
"entitlement_friction": 0.683,
"labor_shortage": 0.515,
"portfolio_tightness": 0.449,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-104002",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:33:00Z",
"trace_id": "7f1ffb14-1099-497c-9dc0-4cdaf32b477c"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.127,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.186,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.48,
"battery_mwh": 10.9,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-29C68EE880",
"grid_service_limit_mw": 18.09,
"gross_sqft": 986072,
"infill_site": false,
"lease_expiry_months": 15,
"occ... | {
"capital_availability": 0.646,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.553,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.322,
"nearby_nodes": 7,
"network_redundancy_score": 0.711,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 267027... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35,
"dock_utilization_pct": 80.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 71,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.5,
"shift_fill_rate... | {
"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": 2.03,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.5,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 0.12,
"rent_growth_90d_pct": 1.36,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -146146,
"annualized_revenue_impact_usd": -204328,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 493771,
"expansion_capture_probability_post_event": 0.144,
"lease_rate_change_pct": -1.13,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.83
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.97
},
{
"action": "escalate_utility_interconnect"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.309,
"capital_availability": 0.646,
"demand_pressure": 0.391,
"entitlement_friction": 0.322,
"labor_shortage": 0.549,
"portfolio_tightness": 0.373,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.738,
"id": "FORGE-104003",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:40:00Z",
"trace_id": "17036696-de6a-4745-bb39-9bb0780318c4"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.05,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.353,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.38,
"battery_mwh": 7.59,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-ED5A7EE1F1",
"grid_service_limit_mw": 7.39,
"gross_sqft": 444323,
"infill_site": false,
"lease_expiry_months": 69,
"occu... | {
"capital_availability": 0.373,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.651,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.415,
"nearby_nodes": 4,
"network_redundancy_score": 0.553,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 56... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.3,
"dock_utilization_pct": 82.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.653,
"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": 2.87,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
"occupancy_90d": 0.982,
"rent_growth_30d_pct": 3.44,
"rent_growth_90d_pct": 3.49,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 21296,
"annualized_revenue_impact_usd": 27886,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 389521,
"expansion_capture_probability_post_event": 0.345,
"lease_rate_change_pct": 0.38,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.66
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 23.82
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.377,
"capital_availability": 0.373,
"demand_pressure": 0.475,
"entitlement_friction": 0.415,
"labor_shortage": 0.678,
"portfolio_tightness": 0.574,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.746,
"id": "FORGE-104004",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:27:00Z",
"trace_id": "c704baf3-4575-4ef8-85ce-b33b584c50ed"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.6,
"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": 0.18,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.207,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.6,
"battery_mwh": 5.83,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-98A5206FCE",
"grid_service_limit_mw": 18.09,
"gross_sqft": 655406,
"infill_site": true,
"lease_expiry_months": 32,
"... | {
"capital_availability": 0.606,
"cluster_utilization_pct": 0.966,
"competitive_pressure_score": 0.542,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.669,
"nearby_nodes": 7,
"network_redundancy_score": 0.873,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 75.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.1,
"dock_utilization_pct": 82.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.74,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"foreca... | {
"build_vs_buy_score": 1.47,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.9,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 0.13,
"rent_growth_90d_pct": 1.58,
"tenant_expansion_probability": 0.356
} | {
"annualized_noi_impact_usd": -36147,
"annualized_revenue_impact_usd": -52451,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 524601,
"expansion_capture_probability_post_event": 0.271,
"lease_rate_change_pct": -0.21,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.43
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.32
},
{
"action": "defer_noncriti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.606,
"demand_pressure": 0.478,
"entitlement_friction": 0.669,
"labor_shortage": 0.583,
"portfolio_tightness": 0.457,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-104005",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:38:00Z",
"trace_id": "37b30406-1561-4e31-9745-9c140c5c7d3b"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.013,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.437,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.25,
"battery_mwh": 6.08,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-307FACA795",
"grid_service_limit_mw": 14.22,
"gross_sqft": 999506,
"infill_site": true,
"lease_expiry_months": 49,
"occu... | {
"capital_availability": 0.893,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.431,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.471,
"nearby_nodes": 3,
"network_redundancy_score": 0.416,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 560975... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 81.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 38.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.665,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.34,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 85.3,
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"rent_growth_30d_pct": 2.37,
"rent_growth_90d_pct": 4.37,
"tenant_expansion_probability": 0.277
} | {
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.234,
"lease_rate_change_pct": 0.48,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 26.61
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 24.2
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.42,
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"labor_shortage": 0.57,
"portfolio_tightness": 0.453,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-104006",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:31:00Z",
"trace_id": "efe7aba4-78db-400c-937c-53e6a0a62747"
} | {
"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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{
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"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.385,
"seasonality": 0.74,
"service... | {
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"battery_mwh": 11.83,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-2840DC2DE2",
"grid_service_limit_mw": 11.7,
"gross_sqft": 1088587,
"infill_site": true,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.342,
"cluster_utilization_pct": 0.908,
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"cross_node_rebalancing_capacity_pct": 0.103,
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"nearby_nodes": 6,
"network_redundancy_score": 0.626,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
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"dock_utilization_pct": 83.1,
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"power_load_pct_of_service_limit": 39,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.2,
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"rent_growth_30d_pct": 1.8,
"rent_growth_90d_pct": 2.28,
"tenant_expansion_probability": 0.196
} | {
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"expansion_capture_probability_post_event": 0.103,
"lease_rate_change_pct": -1.59,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.05
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.94
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.475,
"entitlement_friction": 0.445,
"labor_shortage": 0.96,
"portfolio_tightness": 0.606,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-104007",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:08:00Z",
"trace_id": "cf13b439-f384-40d6-80f6-8e2364f7deaf"
} | {
"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",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.135,
"seasonality": 0.74,
"service_level_... | {
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"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-E4F968A80C",
"grid_service_limit_mw": 9.2,
"gross_sqft": 1067530,
"infill_site": true,
"lease_expiry_months": 11,
"occu... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.796,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 86.8,
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"power_load_pct_of_service_limit": 48.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fi... | {
"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_pre... | {
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.3,
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"rent_growth_30d_pct": 2.67,
"rent_growth_90d_pct": 3.87,
"tenant_expansion_probability": 0.606
} | {
"annualized_noi_impact_usd": 179289,
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"expansion_capture_probability_post_event": 0.496,
"lease_rate_change_pct": 2.13,
"occupancy_shift": 0.016,
"service_penalty_risk_... | {
"alternative_actions": [
{
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"reason": "capture_growth,tenant_lock_in",
"score": 39.83
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.17
},
{
"action": "secure_pop_up_c... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-104008",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:25:00Z",
"trace_id": "308993af-b1d3-4969-ac8b-1e0d2ad3342f"
} | {
"airport_proximity_km": 53,
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"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.101,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.11,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.61,
"battery_mwh": 11.09,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-BE6E1EDB01",
"grid_service_limit_mw": 7.95,
"gross_sqft": 1005870,
"infill_site": false,
"lease_expiry_months": 19,... | {
"capital_availability": 0.643,
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"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.307,
"nearby_nodes": 3,
"network_redundancy_score": 0.357,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 276... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 84.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 3.08,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.927,
"rent_growth_30d_pct": 5.03,
"rent_growth_90d_pct": 4.01,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 229094,
"annualized_revenue_impact_usd": 348932,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.425,
"lease_rate_change_pct": 0.93,
"occupancy_shift": 0.028,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.36
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.37
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.787,
"portfolio_tightness": 0.714,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-104009",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:10:00Z",
"trace_id": "bdc18279-f4ad-49a7-abc4-4dd787c766c0"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"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": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.145,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.53,
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"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-2C624CCB99",
"grid_service_limit_mw": 6.72,
"gross_sqft": 1276956,
"infill_site": false,
"lease_expiry_months": 41,
"occ... | {
"capital_availability": 0.664,
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"nearby_nodes": 6,
"network_redundancy_score": 0.369,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 50... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.5,
"dock_utilization_pct": 85.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.845,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.68,
"rent_growth_90d_pct": 5.25,
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} | {
"annualized_noi_impact_usd": 312406,
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"lease_rate_change_pct": 3.11,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 54.52
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 47.71
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.673,
"capital_availability": 0.664,
"demand_pressure": 0.616,
"entitlement_friction": 0.457,
"labor_shortage": 0.869,
"portfolio_tightness": 0.636,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-104010",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:40:00Z",
"trace_id": "16bc4649-8963-448b-a322-5e90e5f7ea53"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.083,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.131,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.78,
"battery_mwh": 6.92,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-41D7CAD0AB",
"grid_service_limit_mw": 10.53,
"gross_sqft": 712773,
"infill_site": true,
"lease_expiry_months": 40,
"occu... | {
"capital_availability": 0.325,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.742,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.361,
"nearby_nodes": 5,
"network_redundancy_score": 0.451,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.6,
"dock_utilization_pct": 83.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.9,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": 2.23,
"rent_growth_90d_pct": 1.95,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": -155326,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 45,
"estimated_capex_usd": 466987,
"expansion_capture_probability_post_event": 0.186,
"lease_rate_change_pct": -1.26,
"occupancy_shift": 0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.34
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.87
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.325,
"demand_pressure": 0.465,
"entitlement_friction": 0.361,
"labor_shortage": 0.971,
"portfolio_tightness": 0.68,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-104011",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:22:00Z",
"trace_id": "a0b6b022-b802-45b9-981b-998e6b8102b9"
} | {
"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,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "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,
"serv... | {
"automation_penetration": 0.33,
"battery_mwh": 10.53,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-3D77A404D8",
"grid_service_limit_mw": 6.81,
"gross_sqft": 520636,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.546,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.258,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.858,
"nearby_nodes": 7,
"network_redundancy_score": 0.388,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 74... | [
{
"appointment_fill_pct": 81,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.9,
"dock_utilization_pct": 78.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.41,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.9,
"rent_growth_30d_pct": 0.85,
"rent_growth_90d_pct": 1.64,
"tenant_expansion_probability": 0.158
} | {
"annualized_noi_impact_usd": -169537,
"annualized_revenue_impact_usd": -291123,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 30,
"estimated_capex_usd": 717236,
"expansion_capture_probability_post_event": 0.028,
"lease_rate_change_pct": -2.67,
"occupancy_shift": -0.016,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.8
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.45
},
{
"action": "rebala... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.546,
"demand_pressure": 0.219,
"entitlement_friction": 0.858,
"labor_shortage": 0.781,
"portfolio_tightness": 0.709,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-104012",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:27:00Z",
"trace_id": "50a5cbba-e38a-4caa-8149-ccec3fffb000"
} | {
"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": 7.6,
"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": -0.008,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.48,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.22,
"battery_mwh": 4.44,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-188357F4DB",
"grid_service_limit_mw": 22.22,
"gross_sqft": 1118944,
"infill_site": true,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.204,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.749,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.322,
"nearby_nodes": 8,
"network_redundancy_score": 0.346,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 80.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.744,
"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": 1.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.946,
"rent_growth_30d_pct": 0.91,
"rent_growth_90d_pct": 3.03,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -191257,
"annualized_revenue_impact_usd": -251963,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.134,
"lease_rate_change_pct": -0.52,
"occupancy_shift": -0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.89
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.65
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.204,
"demand_pressure": 0.384,
"entitlement_friction": 0.322,
"labor_shortage": 0.835,
"portfolio_tightness": 0.478,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-104013",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:54:00Z",
"trace_id": "602074d6-15aa-41b4-bf11-0a374eebb366"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.105,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.067,
"seasonality": 0.49,
"service_level_ta... | {
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"battery_mwh": 4.94,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 106,
"facility_id": "FAC-2E6093EB89",
"grid_service_limit_mw": 15.22,
"gross_sqft": 1068379,
"infill_site": true,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.077,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.49,
"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.512,
"nearby_nodes": 7,
"network_redundancy_score": 0.735,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 80... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.5,
"dock_utilization_pct": 82,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"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": 1.5,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.2,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": -0.16,
"rent_growth_90d_pct": -1.13,
"tenant_expansion_probability": 0.179
} | {
"annualized_noi_impact_usd": -208577,
"annualized_revenue_impact_usd": -270405,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 30,
"estimated_capex_usd": 640106,
"expansion_capture_probability_post_event": 0.062,
"lease_rate_change_pct": -3.48,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.65
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.27
},
{
"action": "escalate_utility_interconnect"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.751,
"capital_availability": 0.077,
"demand_pressure": 0.475,
"entitlement_friction": 0.512,
"labor_shortage": 0.537,
"portfolio_tightness": 0.391,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-104014",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:58:00Z",
"trace_id": "8c462032-97f8-4383-9aa3-45670b22fc60"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.114,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.434,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.4,
"battery_mwh": 3.31,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 112,
"facility_id": "FAC-A8880CDC82",
"grid_service_limit_mw": 15.79,
"gross_sqft": 1122191,
"infill_site": false,
"lease_expiry_months": 66,
"occ... | {
"capital_availability": 0.365,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.771,
"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.417,
"nearby_nodes": 6,
"network_redundancy_score": 0.335,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.4,
"dock_utilization_pct": 81.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 83.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.62,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 0.27,
"rent_growth_90d_pct": 0.93,
"tenant_expansion_probability": 0.229
} | {
"annualized_noi_impact_usd": -278392,
"annualized_revenue_impact_usd": -448965,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 45,
"estimated_capex_usd": 681689,
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"lease_rate_change_pct": -1.74,
"occupancy_shift": -0.015,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.47
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 27.31
},
{
"action": "lock_powe... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.686,
"capital_availability": 0.365,
"demand_pressure": 0.423,
"entitlement_friction": 0.417,
"labor_shortage": 0.652,
"portfolio_tightness": 0.453,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-104015",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:45:00Z",
"trace_id": "6ade7435-883d-411c-8532-f4fbe9e4d493"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.224,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.254,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.41,
"battery_mwh": 6.66,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-C4714905A7",
"grid_service_limit_mw": 15.64,
"gross_sqft": 660801,
"infill_site": true,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.352,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.726,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.33,
"nearby_nodes": 6,
"network_redundancy_score": 0.734,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 94.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.9,
"dock_utilization_pct": 89.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"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": 2.55,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.6,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 3.38,
"rent_growth_90d_pct": 2.32,
"tenant_expansion_probability": 0.444
} | {
"annualized_noi_impact_usd": 17911,
"annualized_revenue_impact_usd": 29246,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 431468,
"expansion_capture_probability_post_event": 0.36,
"lease_rate_change_pct": 0.46,
"occupancy_shift": 0.018,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.17
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.53
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.352,
"demand_pressure": 0.832,
"entitlement_friction": 0.33,
"labor_shortage": 0.814,
"portfolio_tightness": 0.545,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-104016",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:17:00Z",
"trace_id": "43d85b2c-c551-41ff-918e-85d4c161422d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.352,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.223,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.75,
"battery_mwh": 1.97,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-66DA7EDC73",
"grid_service_limit_mw": 11.25,
"gross_sqft": 1036665,
"infill_site": false,
"lease_expiry_months": 24,
"o... | {
"capital_availability": 0.749,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.605,
"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.723,
"nearby_nodes": 5,
"network_redundancy_score": 0.352,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.8,
"dock_utilization_pct": 87,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 16.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.718,
"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": 2.98,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77,
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"rent_growth_30d_pct": 5.08,
"rent_growth_90d_pct": 4.69,
"tenant_expansion_probability": 0.734
} | {
"annualized_noi_impact_usd": 400816,
"annualized_revenue_impact_usd": 662527,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 540280,
"expansion_capture_probability_post_event": 0.679,
"lease_rate_change_pct": 2.93,
"occupancy_shift": 0.029,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.85
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.14
},
{
"action": "lock_power_capacity_reservation",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.749,
"demand_pressure": 0.668,
"entitlement_friction": 0.723,
"labor_shortage": 0.782,
"portfolio_tightness": 0.652,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-104017",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:37:00Z",
"trace_id": "854592de-dc66-45a1-a8b4-2ae8fe2177b8"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.4,
"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": 0.108,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.265,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.67,
"battery_mwh": 11.46,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-DC5B4ACB55",
"grid_service_limit_mw": 16.06,
"gross_sqft": 871496,
"infill_site": false,
"lease_expiry_months": 8,
"occ... | {
"capital_availability": 0.51,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.29,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.469,
"nearby_nodes": 8,
"network_redundancy_score": 0.443,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34.4,
"dock_utilization_pct": 85.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.8,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.689,
"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": 2.86,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 4.59,
"rent_growth_90d_pct": 5.42,
"tenant_expansion_probability": 0.423
... | {
"annualized_noi_impact_usd": 143533,
"annualized_revenue_impact_usd": 194048,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 581311,
"expansion_capture_probability_post_event": 0.379,
"lease_rate_change_pct": 1.85,
"occupancy_shift": 0.016,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.78
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.19
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.509,
"capital_availability": 0.51,
"demand_pressure": 0.564,
"entitlement_friction": 0.469,
"labor_shortage": 0.72,
"portfolio_tightness": 0.693,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-104018",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:22:00Z",
"trace_id": "e591357f-b4f7-48ec-87f2-9976253e940d"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.249,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.234,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.3,
"battery_mwh": 2.64,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-265C122474",
"grid_service_limit_mw": 12.33,
"gross_sqft": 675268,
"infill_site": true,
"lease_expiry_months": 71,
"occup... | {
"capital_availability": 0.716,
"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.453,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.363,
"nearby_nodes": 3,
"network_redundancy_score": 0.743,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 78.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.6,
"dock_utilization_pct": 84.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"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": 2.64,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.3,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 2.49,
"rent_growth_90d_pct": 4.87,
"tenant_expansion_probability": 0.482
} | {
"annualized_noi_impact_usd": 59564,
"annualized_revenue_impact_usd": 79878,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.386,
"lease_rate_change_pct": 2.27,
"occupancy_shift": 0.007,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.01
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.66
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.36,
"capital_availability": 0.716,
"demand_pressure": 0.578,
"entitlement_friction": 0.363,
"labor_shortage": 0.939,
"portfolio_tightness": 0.568,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-104019",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:14:00Z",
"trace_id": "452be400-dd6d-41db-8ff2-491f6dd63407"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.085,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.097,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.56,
"battery_mwh": 8.96,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 54,
"facility_id": "FAC-31C975316A",
"grid_service_limit_mw": 13.14,
"gross_sqft": 540653,
"infill_site": true,
"lease_expiry_months": 28,
"... | {
"capital_availability": 0.089,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.644,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.485,
"nearby_nodes": 5,
"network_redundancy_score": 0.777,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2079884... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.4,
"dock_utilization_pct": 80.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 83.8,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"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": 1.82,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.2,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": -0.46,
"rent_growth_90d_pct": 0.5,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -53380,
"annualized_revenue_impact_usd": -86170,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 60,
"estimated_capex_usd": 627487,
"expansion_capture_probability_post_event": 0.074,
"lease_rate_change_pct": -2.36,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.99
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.77
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.575,
"capital_availability": 0.089,
"demand_pressure": 0.39,
"entitlement_friction": 0.485,
"labor_shortage": 0.645,
"portfolio_tightness": 0.372,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-104020",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:35:00Z",
"trace_id": "c48cccca-18da-4982-9ce2-9222964e5a1e"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.338,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.298,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.65,
"battery_mwh": 9.5,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-DCB2D0A139",
"grid_service_limit_mw": 16.53,
"gross_sqft": 1217775,
"infill_site": false,
"lease_expiry_months": 14,
"oc... | {
"capital_availability": 0.429,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.695,
"cross_node_rebalancing_capacity_pct": 0.074,
"entitlement_friction": 0.613,
"nearby_nodes": 5,
"network_redundancy_score": 0.602,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 93.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 87.6,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 56.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.2,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.16,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.1,
"occupancy_90d": 0.89,
"rent_growth_30d_pct": 2.68,
"rent_growth_90d_pct": 4.77,
"tenant_expansion_probability": 0.562
} | {
"annualized_noi_impact_usd": 75018,
"annualized_revenue_impact_usd": 110819,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 596040,
"expansion_capture_probability_post_event": 0.469,
"lease_rate_change_pct": 3.23,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.39
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.3
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.495,
"capital_availability": 0.429,
"demand_pressure": 0.723,
"entitlement_friction": 0.613,
"labor_shortage": 0.569,
"portfolio_tightness": 0.561,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-104021",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:37:00Z",
"trace_id": "37642492-88e8-4b14-80ff-017091644590"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"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": 0.007,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.354,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.77,
"battery_mwh": 8.63,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 137,
"facility_id": "FAC-42335E2698",
"grid_service_limit_mw": 9.75,
"gross_sqft": 1376665,
"infill_site": false,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.455,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.524,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.299,
"nearby_nodes": 7,
"network_redundancy_score": 0.827,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 76.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 77.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 68.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"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": 2.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.8,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 1.18,
"rent_growth_90d_pct": 0.33,
"tenant_expansion_probability": 0.178
... | {
"annualized_noi_impact_usd": -581867,
"annualized_revenue_impact_usd": -819410,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 661657,
"expansion_capture_probability_post_event": 0.061,
"lease_rate_change_pct": -3.47,
"occupancy_shift": -0.022,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.95
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.85
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.396,
"capital_availability": 0.455,
"demand_pressure": 0.167,
"entitlement_friction": 0.299,
"labor_shortage": 1,
"portfolio_tightness": 0.657,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-104022",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:16:00Z",
"trace_id": "b5eda189-56eb-48f3-b975-b83cf7159a68"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.007,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.416,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.68,
"battery_mwh": 8.12,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 91,
"facility_id": "FAC-1666AEFDD8",
"grid_service_limit_mw": 12.07,
"gross_sqft": 911489,
"infill_site": true,
"lease_expiry_months": 61,
"occup... | {
"capital_availability": 0.28,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.625,
"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.524,
"nearby_nodes": 6,
"network_redundancy_score": 0.659,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 73.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 30.2,
"dock_utilization_pct": 78.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 78.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.643,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 3.06,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 3.28,
"rent_growth_90d_pct": 4.86,
"tenant_expansion_probability": 0.319
} | {
"annualized_noi_impact_usd": -140392,
"annualized_revenue_impact_usd": -216406,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 90,
"estimated_capex_usd": 583826,
"expansion_capture_probability_post_event": 0.266,
"lease_rate_change_pct": 0.53,
"occupancy_shift": -0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 29.59
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.53
},
{
"action": "re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.107,
"capital_availability": 0.28,
"demand_pressure": 0.216,
"entitlement_friction": 0.524,
"labor_shortage": 0.671,
"portfolio_tightness": 0.685,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.748,
"id": "FORGE-104023",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:52:00Z",
"trace_id": "62efd627-0ef7-413e-a3e4-3850648e3fee"
} | {
"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": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": -0.04,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.37,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.66,
"battery_mwh": 1,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-CDA614920B",
"grid_service_limit_mw": 11.96,
"gross_sqft": 1137142,
"infill_site": true,
"lease_expiry_months": 52,
"occup... | {
"capital_availability": 0.689,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.618,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.624,
"nearby_nodes": 8,
"network_redundancy_score": 0.8,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 87.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 80.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.746,
"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": 2.5,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.2,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": 1.62,
"rent_growth_90d_pct": 3.11,
"tenant_expansion_probability": 0.217
} | {
"annualized_noi_impact_usd": -362056,
"annualized_revenue_impact_usd": -490223,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 465215,
"expansion_capture_probability_post_event": 0.124,
"lease_rate_change_pct": -0.86,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.52
},
{
"action": "defer_noncritical_projects",
"reason":... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.599,
"capital_availability": 0.689,
"demand_pressure": 0.342,
"entitlement_friction": 0.624,
"labor_shortage": 0.843,
"portfolio_tightness": 0.687,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-104024",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:53:00Z",
"trace_id": "1a2798eb-ba40-44b6-9ac0-dc0e6e7ddd6f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"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": 0.017,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.083,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.3,
"battery_mwh": 2.83,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 36,
"facility_id": "FAC-8C97A0CB12",
"grid_service_limit_mw": 11.18,
"gross_sqft": 368085,
"infill_site": false,
"lease_expiry_months": 14,
"occup... | {
"capital_availability": 0.689,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.742,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.119,
"nearby_nodes": 7,
"network_redundancy_score": 0.432,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 78.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 81,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.87,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.3,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": -0.27,
"rent_growth_90d_pct": 1.39,
"tenant_expansion_probability": 0.145
} | {
"annualized_noi_impact_usd": -72605,
"annualized_revenue_impact_usd": -105925,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 601629,
"expansion_capture_probability_post_event": 0.042,
"lease_rate_change_pct": -2.31,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.63
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.89
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.256,
"capital_availability": 0.689,
"demand_pressure": 0.331,
"entitlement_friction": 0.119,
"labor_shortage": 0.981,
"portfolio_tightness": 0.322,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-104025",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:15:00Z",
"trace_id": "446307f4-927e-48dd-a7c8-9c90d11a2af4"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"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": 0.068,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.12,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.24,
"battery_mwh": 8.67,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-C62E9AE280",
"grid_service_limit_mw": 16.35,
"gross_sqft": 351277,
"infill_site": false,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.789,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.582,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.544,
"nearby_nodes": 8,
"network_redundancy_score": 0.576,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 100913... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 80.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 66.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.98,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.7,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": -0.07,
"rent_growth_90d_pct": -1.29,
"tenant_expansion_probability": 0.218
} | {
"annualized_noi_impact_usd": -75843,
"annualized_revenue_impact_usd": -104710,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 60,
"estimated_capex_usd": 532661,
"expansion_capture_probability_post_event": 0.111,
"lease_rate_change_pct": -3.83,
"occupancy_shift": 0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.22
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.36
},
{
"action": "escalate_utility_interconnect",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.789,
"demand_pressure": 0.397,
"entitlement_friction": 0.544,
"labor_shortage": 0.753,
"portfolio_tightness": 0.366,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-104026",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:17:00Z",
"trace_id": "4b67a1e9-b4df-4e7f-9938-1ca0866d3b9a"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": -0.027,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.321,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.28,
"battery_mwh": 7.17,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-1DCA1FC211",
"grid_service_limit_mw": 11.82,
"gross_sqft": 1121192,
"infill_site": true,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.073,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.262,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.506,
"nearby_nodes": 6,
"network_redundancy_score": 0.402,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 121... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.3,
"dock_utilization_pct": 83.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 52.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.44,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.17,
"rent_growth_90d_pct": 0.9,
"tenant_expansion_probability": 0.153
} | {
"annualized_noi_impact_usd": -708247,
"annualized_revenue_impact_usd": -1048090,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 90,
"estimated_capex_usd": 681927,
"expansion_capture_probability_post_event": 0.035,
"lease_rate_change_pct": -3.16,
"occupancy_shift": -0.005,
"service_penalty_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.44
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.91
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.073,
"demand_pressure": 0.489,
"entitlement_friction": 0.506,
"labor_shortage": 0.95,
"portfolio_tightness": 0.676,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-104027",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T01:35:00Z",
"trace_id": "eca0daaf-cb81-43ae-933d-0f7912fad05e"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "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": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.445,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.386,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.82,
"battery_mwh": 2.79,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-AF083FF8AA",
"grid_service_limit_mw": 12.67,
"gross_sqft": 916031,
"infill_site": false,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.563,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.65,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.6,
"nearby_nodes": 2,
"network_redundancy_score": 0.838,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 816291... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.3,
"dock_utilization_pct": 89.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fi... | {
"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": "high",
"forecast_... | {
"build_vs_buy_score": 2.63,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.9,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 4.27,
"rent_growth_90d_pct": 5.5,
"tenant_expansion_probability": 0.755
} | {
"annualized_noi_impact_usd": 385436,
"annualized_revenue_impact_usd": 541876,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 503737,
"expansion_capture_probability_post_event": 0.667,
"lease_rate_change_pct": 4.51,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 45.07
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.13
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.414,
"capital_availability": 0.563,
"demand_pressure": 0.778,
"entitlement_friction": 0.6,
"labor_shortage": 0.833,
"portfolio_tightness": 0.71,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-104028",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:48:00Z",
"trace_id": "fba31312-aa4d-4b51-8d35-344eb705a365"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.254,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.191,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.57,
"battery_mwh": 8.32,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-3B2B7C07CF",
"grid_service_limit_mw": 16.13,
"gross_sqft": 735535,
"infill_site": false,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.201,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.731,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.573,
"nearby_nodes": 4,
"network_redundancy_score": 0.535,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 77.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 84.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.73,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.9,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 1.65,
"rent_growth_90d_pct": 0.66,
"tenant_expansion_probability": 0.469
} | {
"annualized_noi_impact_usd": 4838,
"annualized_revenue_impact_usd": 8061,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 537837,
"expansion_capture_probability_post_event": 0.381,
"lease_rate_change_pct": -0.46,
"occupancy_shift": 0.009,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.5
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.62
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.622,
"capital_availability": 0.201,
"demand_pressure": 0.566,
"entitlement_friction": 0.573,
"labor_shortage": 0.672,
"portfolio_tightness": 0.548,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-104029",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:40:00Z",
"trace_id": "9f0c9e5d-b7ef-4248-8c5a-88eb02822ba0"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.414,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.365,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.75,
"battery_mwh": 7.88,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-B29CD70912",
"grid_service_limit_mw": 6.45,
"gross_sqft": 554211,
"infill_site": false,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.402,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.411,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.629,
"nearby_nodes": 2,
"network_redundancy_score": 0.42,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 212... | [
{
"appointment_fill_pct": 93.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 86.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.856,
"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": 2.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.7,
"occupancy_90d": 0.892,
"rent_growth_30d_pct": 3.86,
"rent_growth_90d_pct": 5.87,
"tenant_expansion_probability": 0.669
} | {
"annualized_noi_impact_usd": 63378,
"annualized_revenue_impact_usd": 103694,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 584014,
"expansion_capture_probability_post_event": 0.538,
"lease_rate_change_pct": 3.52,
"occupancy_shift": -0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.3
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.76
},
{
"action": "shift_overflow_to_satellite",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.402,
"demand_pressure": 0.641,
"entitlement_friction": 0.629,
"labor_shortage": 1,
"portfolio_tightness": 0.721,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-104030",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:59:00Z",
"trace_id": "f3c53e43-5754-469d-b1ab-4324b2364ace"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.146,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.109,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.27,
"battery_mwh": 1.08,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-BC1D448B2B",
"grid_service_limit_mw": 22.27,
"gross_sqft": 791924,
"infill_site": false,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.446,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.671,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.713,
"nearby_nodes": 8,
"network_redundancy_score": 0.869,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fill_r... | {
"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": "very_high",
"fore... | {
"build_vs_buy_score": 1.98,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.3,
"occupancy_90d": 0.902,
"rent_growth_30d_pct": 0.71,
"rent_growth_90d_pct": 2.81,
"tenant_expansion_probability": 0.324
} | {
"annualized_noi_impact_usd": -69970,
"annualized_revenue_impact_usd": -109707,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 636754,
"expansion_capture_probability_post_event": 0.213,
"lease_rate_change_pct": -0.36,
"occupancy_shift": 0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.49
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.1
},
{
"action": "shift_overflow_to_satellite",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.446,
"demand_pressure": 0.434,
"entitlement_friction": 0.713,
"labor_shortage": 0.894,
"portfolio_tightness": 0.556,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-104031",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:22:00Z",
"trace_id": "2f4abded-3b59-4d50-a7c7-8074ddb37fa4"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 6.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": -0.035,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.333,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.21,
"battery_mwh": 6.37,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-B1EBFB78DC",
"grid_service_limit_mw": 16.12,
"gross_sqft": 549835,
"infill_site": true,
"lease_expiry_months": 38,
"occu... | {
"capital_availability": 0.654,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.303,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.183,
"nearby_nodes": 4,
"network_redundancy_score": 0.846,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 74.7,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 78.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 37.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 17.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.07,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.952,
"rent_growth_30d_pct": 1.48,
"rent_growth_90d_pct": 2.09,
"tenant_expansion_probabilit... | {
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"annualized_revenue_impact_usd": -27252,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 488894,
"expansion_capture_probability_post_event": 0.26,
"lease_rate_change_pct": -0.51,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 22.36
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 20.62
},
{
"action": "shift_overflow_to_satellite",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.416,
"capital_availability": 0.654,
"demand_pressure": 0.288,
"entitlement_friction": 0.183,
"labor_shortage": 0.458,
"portfolio_tightness": 0.418,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-104032",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T04:53:00Z",
"trace_id": "6c91fc3e-35ab-46ad-ba3f-9dd7cdacd63e"
} | {
"airport_proximity_km": 71,
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"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"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",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.28,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 5.18,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-9DE4C2D1E6",
"grid_service_limit_mw": 9.69,
"gross_sqft": 1254138,
"infill_site": false,
"lease_expiry_months": 42,
"occ... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.819,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 87.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 3.09,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 5.6,
"rent_growth_90d_pct": 5.76,
"tenant_expansion_probability": 0.732
} | {
"annualized_noi_impact_usd": 390822,
"annualized_revenue_impact_usd": 593691,
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"estimated_capex_usd": 582199,
"expansion_capture_probability_post_event": 0.687,
"lease_rate_change_pct": 4.15,
"occupancy_shift": 0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.85
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.61
},
{
"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": 0.98,
"demand_pressure": 0.689,
"entitlement_friction": 0.415,
"labor_shortage": 0.674,
"portfolio_tightness": 0.657,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-104033",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:01:00Z",
"trace_id": "2760c5f8-ef7c-4f11-af0e-2229566cd328"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.41,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.267,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.47,
"battery_mwh": 8.28,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-2200405918",
"grid_service_limit_mw": 23.18,
"gross_sqft": 1148398,
"infill_site": false,
"lease_expiry_months": 16,... | {
"capital_availability": 0.5,
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"competitive_pressure_score": 0.711,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.245,
"nearby_nodes": 2,
"network_redundancy_score": 0.431,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 53.9,
"dock_utilization_pct": 88.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.827,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.79,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.5,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 2.4,
"rent_growth_90d_pct": 1.38,
"tenant_expansion_probability": 0.623
} | {
"annualized_noi_impact_usd": 105632,
"annualized_revenue_impact_usd": 168238,
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"expansion_capture_probability_post_event": 0.535,
"lease_rate_change_pct": 1.11,
"occupancy_shift": 0.016,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.59
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.98
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.578,
"capital_availability": 0.5,
"demand_pressure": 0.806,
"entitlement_friction": 0.245,
"labor_shortage": 0.879,
"portfolio_tightness": 0.434,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-104034",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:00:00Z",
"trace_id": "83377b0f-e3f8-4325-8011-070d89410a93"
} | {
"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": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.289,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.199,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.65,
"battery_mwh": 11.53,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-F94685AB4F",
"grid_service_limit_mw": 17.8,
"gross_sqft": 1144662,
"infill_site": false,
"lease_expiry_months": 60,
"o... | {
"capital_availability": 0.543,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.707,
"cross_node_rebalancing_capacity_pct": 0.058,
"entitlement_friction": 0.131,
"nearby_nodes": 6,
"network_redundancy_score": 0.459,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.4,
"dock_utilization_pct": 85.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.7,
"shift_fi... | {
"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": 1.77,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.3,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 1.64,
"rent_growth_90d_pct": 2.85,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 25207,
"annualized_revenue_impact_usd": 37818,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 499323,
"expansion_capture_probability_post_event": 0.418,
"lease_rate_change_pct": 2.09,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.77
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.2
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.544,
"capital_availability": 0.543,
"demand_pressure": 0.651,
"entitlement_friction": 0.131,
"labor_shortage": 0.515,
"portfolio_tightness": 0.413,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-104035",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:21:00Z",
"trace_id": "9086b12f-cf20-4af4-b9f5-b1a935eb0d00"
} | {
"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.004,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.348,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.79,
"battery_mwh": 4.22,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-821C911C19",
"grid_service_limit_mw": 11.37,
"gross_sqft": 1122229,
"infill_site": false,
"lease_expiry_months": 60,
"o... | {
"capital_availability": 0.379,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.305,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.251,
"nearby_nodes": 5,
"network_redundancy_score": 0.777,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 80,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 48.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.2,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 0.9,
"rent_growth_90d_pct": 2.09,
"tenant_expansion_probability": 0.165
} | {
"annualized_noi_impact_usd": -310656,
"annualized_revenue_impact_usd": -506291,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
"estimated_capex_usd": 467404,
"expansion_capture_probability_post_event": 0.068,
"lease_rate_change_pct": -1.79,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.17
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.7
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.379,
"demand_pressure": 0.321,
"entitlement_friction": 0.251,
"labor_shortage": 1,
"portfolio_tightness": 0.585,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-104036",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T01:49:00Z",
"trace_id": "d25fe678-536c-44aa-bc35-bf186bf8173a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.052,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.35,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.58,
"battery_mwh": 3.81,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-AA9398E25F",
"grid_service_limit_mw": 12.24,
"gross_sqft": 559419,
"infill_site": true,
"lease_expiry_months": 18,
"occu... | {
"capital_availability": 0.656,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.356,
"cross_node_rebalancing_capacity_pct": 0.054,
"entitlement_friction": 0.48,
"nearby_nodes": 2,
"network_redundancy_score": 0.61,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 195... | [
{
"appointment_fill_pct": 76.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.2,
"dock_utilization_pct": 81,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.764,
"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": 1.74,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.5,
"occupancy_90d": 0.902,
"rent_growth_30d_pct": 0.31,
"rent_growth_90d_pct": 1.72,
"tenant_expansion_probability": 0.221
} | {
"annualized_noi_impact_usd": -100463,
"annualized_revenue_impact_usd": -129424,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 423282,
"expansion_capture_probability_post_event": 0.13,
"lease_rate_change_pct": -1.34,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.74
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.41
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.363,
"capital_availability": 0.656,
"demand_pressure": 0.419,
"entitlement_friction": 0.48,
"labor_shortage": 0.711,
"portfolio_tightness": 0.413,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-104037",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:57:00Z",
"trace_id": "fc4bf3d0-b610-4128-89be-398b0ea316ee"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.311,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.28,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.2,
"battery_mwh": 0.25,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-D71D997C53",
"grid_service_limit_mw": 17.02,
"gross_sqft": 494452,
"infill_site": true,
"lease_expiry_months": 39,
"... | {
"capital_availability": 0.442,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.742,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.376,
"nearby_nodes": 7,
"network_redundancy_score": 0.4,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 884684,
... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 83.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 67.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"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": 1.98,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82,
"occupancy_90d": 0.882,
"rent_growth_30d_pct": 0.89,
"rent_growth_90d_pct": 2.87,
"tenant_expansion_probability": 0.488
} | {
"annualized_noi_impact_usd": 2759,
"annualized_revenue_impact_usd": 4564,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 562252,
"expansion_capture_probability_post_event": 0.386,
"lease_rate_change_pct": 1.32,
"occupancy_shift": -0.001,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.42
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.16
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.388,
"capital_availability": 0.442,
"demand_pressure": 0.534,
"entitlement_friction": 0.376,
"labor_shortage": 0.74,
"portfolio_tightness": 0.402,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-104038",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:31:00Z",
"trace_id": "cd90bb63-de72-4c97-93ac-f35c605657e7"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.059,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.56,
"battery_mwh": 9.46,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-66D6EC3887",
"grid_service_limit_mw": 21.76,
"gross_sqft": 1036813,
"infill_site": true,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.159,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.679,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.476,
"nearby_nodes": 8,
"network_redundancy_score": 0.449,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 198261... | [
{
"appointment_fill_pct": 80.4,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 83,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 52.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.02,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.2,
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"rent_growth_30d_pct": 1.04,
"rent_growth_90d_pct": 0.88,
"tenant_expansion_probability": 0.203
} | {
"annualized_noi_impact_usd": -185060,
"annualized_revenue_impact_usd": -277312,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 585786,
"expansion_capture_probability_post_event": 0.089,
"lease_rate_change_pct": -2.53,
"occupancy_shift": 0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.51
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.22
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.3,
"capital_availability": 0.159,
"demand_pressure": 0.519,
"entitlement_friction": 0.476,
"labor_shortage": 0.833,
"portfolio_tightness": 0.43,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-104039",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T02:42:00Z",
"trace_id": "ef467b1e-0fd8-4918-a69b-13744ba059c5"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.029,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.334,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.36,
"battery_mwh": 8.25,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 118,
"facility_id": "FAC-8760D60D00",
"grid_service_limit_mw": 18.92,
"gross_sqft": 1188486,
"infill_site": true,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.428,
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"competitive_pressure_score": 0.329,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.382,
"nearby_nodes": 7,
"network_redundancy_score": 0.763,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 190702... | [
{
"appointment_fill_pct": 72.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 77.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.3,
"shift_fill... | {
"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": "very_high",
"forecas... | {
"build_vs_buy_score": 1.79,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": -0.83,
"rent_growth_90d_pct": 1.2,
"tenant_expansion_probability": 0.074
} | {
"annualized_noi_impact_usd": -285265,
"annualized_revenue_impact_usd": -463446,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 90,
"estimated_capex_usd": 595102,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.95,
"occupancy_shift": -0.021,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.45
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.05
},
{
"action": "activate_temp_labor... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.428,
"demand_pressure": 0.231,
"entitlement_friction": 0.382,
"labor_shortage": 0.865,
"portfolio_tightness": 0.448,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.873,
"id": "FORGE-104040",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:29:00Z",
"trace_id": "0eca4ecc-7228-4b0c-812c-bf492f7107f8"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"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": 0.175,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.112,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.23,
"battery_mwh": 9.79,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-52E2EE1CE8",
"grid_service_limit_mw": 22.9,
"gross_sqft": 1347162,
"infill_site": false,
"lease_expiry_months": 14,
"oc... | {
"capital_availability": 0.097,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.417,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.601,
"nearby_nodes": 5,
"network_redundancy_score": 0.843,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 84.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.6,
"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 power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_p... | {
"build_vs_buy_score": 2.28,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 2.05,
"rent_growth_90d_pct": 4.3,
"tenant_expansion_probability": 0.382
... | {
"annualized_noi_impact_usd": -59750,
"annualized_revenue_impact_usd": -77131,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 551255,
"expansion_capture_probability_post_event": 0.274,
"lease_rate_change_pct": 1.1,
"occupancy_shift": 0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.29
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.82
},
{
"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": 0.097,
"demand_pressure": 0.56,
"entitlement_friction": 0.601,
"labor_shortage": 0.807,
"portfolio_tightness": 0.541,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-104041",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:25:00Z",
"trace_id": "cee6ccac-9f96-459e-9fd4-2b6ffa23c23f"
} | {
"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,
"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": 0.284,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.337,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.52,
"battery_mwh": 0.66,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-D7363CBAD3",
"grid_service_limit_mw": 15.32,
"gross_sqft": 838455,
"infill_site": false,
"lease_expiry_months": 20,
"occ... | {
"capital_availability": 0.249,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.268,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.334,
"nearby_nodes": 3,
"network_redundancy_score": 0.423,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 91.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.728,
"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": 2.45,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.994,
"rent_growth_30d_pct": 4.76,
"rent_growth_90d_pct": 3.46,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": 229595,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.553,
"lease_rate_change_pct": 2.12,
"occupancy_shift": 0.035,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.37
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.86
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.249,
"demand_pressure": 0.938,
"entitlement_friction": 0.334,
"labor_shortage": 0.58,
"portfolio_tightness": 0.452,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-104042",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:02:00Z",
"trace_id": "77e800d4-0330-403a-8d25-674ed397f735"
} | {
"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",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"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": 0.257,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.249,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.21,
"battery_mwh": 6.43,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-F1EAAF0D9D",
"grid_service_limit_mw": 10.61,
"gross_sqft": 1247295,
"infill_site": true,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.784,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.738,
"cross_node_rebalancing_capacity_pct": 0.116,
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"nearby_nodes": 5,
"network_redundancy_score": 0.365,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 210... | [
{
"appointment_fill_pct": 84.4,
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"carrier_detention_risk_pct": 49.3,
"dock_utilization_pct": 83.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"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": 73.1,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 2.36,
"rent_growth_90d_pct": 2.95,
"tenant_expansion_probability": 0.524... | {
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"annualized_revenue_impact_usd": 100067,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.419,
"lease_rate_change_pct": 0.67,
"occupancy_shift": 0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.55
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.15
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.784,
"demand_pressure": 0.507,
"entitlement_friction": 0.71,
"labor_shortage": 0.962,
"portfolio_tightness": 0.627,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-104043",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:41:00Z",
"trace_id": "030e3e66-923a-40dc-9c04-178d8f864c7b"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.334,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.46,
"battery_mwh": 1.35,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-C85B560619",
"grid_service_limit_mw": 12.48,
"gross_sqft": 1010425,
"infill_site": false,
"lease_expiry_months": 66,
"o... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.754,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.449,
"nearby_nodes": 5,
"network_redundancy_score": 0.668,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 575729... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45,
"dock_utilization_pct": 85.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 69.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.57,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.2,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 3.13,
"rent_growth_90d_pct": 4.82,
"tenant_expansion_probability": 0.575
} | {
"annualized_noi_impact_usd": 86591,
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"expansion_capture_probability_post_event": 0.462,
"lease_rate_change_pct": 2.94,
"occupancy_shift": -0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.43
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.49
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.601,
"capital_availability": 0,
"demand_pressure": 0.572,
"entitlement_friction": 0.449,
"labor_shortage": 0.745,
"portfolio_tightness": 0.707,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-104044",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T02:36:00Z",
"trace_id": "bbcbf428-1c4e-4c12-97a6-b75e05bb6bd9"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.02,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.325,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.21,
"battery_mwh": 7.78,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-AD46BE9AA5",
"grid_service_limit_mw": 23,
"gross_sqft": 974402,
"infill_site": false,
"lease_expiry_months": 57,
"o... | {
"capital_availability": 0.548,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.784,
"cross_node_rebalancing_capacity_pct": 0.123,
"entitlement_friction": 0.367,
"nearby_nodes": 3,
"network_redundancy_score": 0.663,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 82.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.7,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.5,
"occupancy_90d": 0.881,
"rent_growth_30d_pct": 0.73,
"rent_growth_90d_pct": 2.12,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -107903,
"annualized_revenue_impact_usd": -148214,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 463867,
"expansion_capture_probability_post_event": 0.098,
"lease_rate_change_pct": -1.31,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.19
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.71
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.701,
"capital_availability": 0.548,
"demand_pressure": 0.483,
"entitlement_friction": 0.367,
"labor_shortage": 0.852,
"portfolio_tightness": 0.467,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-104045",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:50:00Z",
"trace_id": "8fc54815-08d2-4a4a-a4b1-dba98f196571"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.402,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.153,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.72,
"battery_mwh": 2.71,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 139,
"facility_id": "FAC-38D4D5433D",
"grid_service_limit_mw": 10.07,
"gross_sqft": 1394158,
"infill_site": false,
"lease_expiry_months": 63,
"o... | {
"capital_availability": 0.543,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.475,
"cross_node_rebalancing_capacity_pct": 0.16,
"entitlement_friction": 0.599,
"nearby_nodes": 4,
"network_redundancy_score": 0.669,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.8,
"dock_utilization_pct": 85.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_fi... | {
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"anomaly_score": 0.827,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.37,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.4,
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"rent_growth_30d_pct": 2.3,
"rent_growth_90d_pct": 1.19,
"tenant_expansion_probability": 0.576
} | {
"annualized_noi_impact_usd": 149613,
"annualized_revenue_impact_usd": 213513,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 778613,
"expansion_capture_probability_post_event": 0.445,
"lease_rate_change_pct": 0.09,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 45.02
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 42.59
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.543,
"demand_pressure": 0.565,
"entitlement_friction": 0.599,
"labor_shortage": 0.804,
"portfolio_tightness": 0.67,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-104046",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:18:00Z",
"trace_id": "4f9e1844-cac2-4653-9a61-e2a25a715173"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.186,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.373,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.69,
"battery_mwh": 10.11,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-24198A8E01",
"grid_service_limit_mw": 17.92,
"gross_sqft": 599608,
"infill_site": false,
"lease_expiry_months": 38,
"oc... | {
"capital_availability": 0.392,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.36,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.142,
"nearby_nodes": 6,
"network_redundancy_score": 0.629,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 16... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 87,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.66,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.2,
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"rent_growth_30d_pct": 1.48,
"rent_growth_90d_pct": 2.83,
"tenant_expansion_probability": 0.337
} | {
"annualized_noi_impact_usd": -10657,
"annualized_revenue_impact_usd": -13983,
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"decision_horizon_days": 60,
"estimated_capex_usd": 563232,
"expansion_capture_probability_post_event": 0.263,
"lease_rate_change_pct": 0.97,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.09
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.08
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.392,
"demand_pressure": 0.749,
"entitlement_friction": 0.142,
"labor_shortage": 0.604,
"portfolio_tightness": 0.354,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.888,
"id": "FORGE-104047",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:02:00Z",
"trace_id": "a52bc549-1ae2-4d7a-ba37-56e9ad3d025c"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"growth_rate": 0.417,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.27,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.41,
"battery_mwh": 3.93,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-B9F59339B5",
"grid_service_limit_mw": 18.96,
"gross_sqft": 1041342,
"infill_site": false,
"lease_expiry_months": 25,... | {
"capital_availability": 0.268,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.404,
"cross_node_rebalancing_capacity_pct": 0.124,
"entitlement_friction": 0.111,
"nearby_nodes": 3,
"network_redundancy_score": 0.672,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 93.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 54.9,
"dock_utilization_pct": 87.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 2.38,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.931,
"rent_growth_30d_pct": 2.69,
"rent_growth_90d_pct": 2.61,
"tenant_expansion_probability": 0.675... | {
"annualized_noi_impact_usd": 196321,
"annualized_revenue_impact_usd": 264465,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.598,
"lease_rate_change_pct": 2.3,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 57.85
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.96
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.239,
"capital_availability": 0.268,
"demand_pressure": 0.751,
"entitlement_friction": 0.111,
"labor_shortage": 0.939,
"portfolio_tightness": 0.426,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-104048",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:47:00Z",
"trace_id": "496f9f2b-de6e-4e75-adc4-2041dae58359"
} | {
"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",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.321,
"seasonality": 0.33,
"se... | {
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"battery_mwh": 11.1,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-E18942D52B",
"grid_service_limit_mw": 15.06,
"gross_sqft": 933486,
"infill_site": false,
"lease_expiry_months": 35,
"occ... | {
"capital_availability": 0.044,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.421,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.786,
"nearby_nodes": 2,
"network_redundancy_score": 0.378,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 84.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.7,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"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": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.9,
"occupancy_90d": 0.879,
"rent_growth_30d_pct": 1.58,
"rent_growth_90d_pct": 1.55,
"tenant_expansion_probability": 0.366
} | {
"annualized_noi_impact_usd": -138079,
"annualized_revenue_impact_usd": -230798,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 793922,
"expansion_capture_probability_post_event": 0.225,
"lease_rate_change_pct": -1.3,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.15
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.27
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.699,
"capital_availability": 0.044,
"demand_pressure": 0.542,
"entitlement_friction": 0.786,
"labor_shortage": 0.824,
"portfolio_tightness": 0.599,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-104049",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:45:00Z",
"trace_id": "8ce44025-3e22-482c-83fc-7450ed917da5"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.299,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.346,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.32,
"battery_mwh": 11.73,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-9D1CE59B68",
"grid_service_limit_mw": 15.54,
"gross_sqft": 239175,
"infill_site": false,
"lease_expiry_months": 64,
"oc... | {
"capital_availability": 0.149,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.428,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.621,
"nearby_nodes": 7,
"network_redundancy_score": 0.647,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 348852,... | [
{
"appointment_fill_pct": 93.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.8,
"dock_utilization_pct": 87.2,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 43.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
"build_vs_buy_score": 1.77,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.1,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": 1.17,
"rent_growth_90d_pct": 1.56,
"tenant_expansion_probability": 0.487
} | {
"annualized_noi_impact_usd": 7422,
"annualized_revenue_impact_usd": 10486,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 560483,
"expansion_capture_probability_post_event": 0.394,
"lease_rate_change_pct": 0.39,
"occupancy_shift": 0.01,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.45
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.72
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.57,
"capital_availability": 0.149,
"demand_pressure": 0.756,
"entitlement_friction": 0.621,
"labor_shortage": 0.718,
"portfolio_tightness": 0.366,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-104050",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:24:00Z",
"trace_id": "51d328a3-7fea-424c-a7f8-6e1983d72bd8"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"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": 0.362,
"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": 0.74,
"battery_mwh": 5.74,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-428C886996",
"grid_service_limit_mw": 25.27,
"gross_sqft": 210688,
"infill_site": false,
"lease_expiry_months": 60,
"occ... | {
"capital_availability": 0.107,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.73,
"cross_node_rebalancing_capacity_pct": 0.209,
"entitlement_friction": 0.524,
"nearby_nodes": 3,
"network_redundancy_score": 0.366,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1075577... | [
{
"appointment_fill_pct": 91.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 85.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.9,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 1.69,
"rent_growth_90d_pct": 0.62,
"tenant_expansion_probability": 0.616
} | {
"annualized_noi_impact_usd": 23841,
"annualized_revenue_impact_usd": 37847,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 333659,
"expansion_capture_probability_post_event": 0.539,
"lease_rate_change_pct": 0.6,
"occupancy_shift": 0.009,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.61
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.94
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.322,
"capital_availability": 0.107,
"demand_pressure": 0.632,
"entitlement_friction": 0.524,
"labor_shortage": 0.673,
"portfolio_tightness": 0.451,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-104051",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:17:00Z",
"trace_id": "d25fec74-db59-433e-807a-1936fb29f315"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.9,
"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": 0.348,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.428,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.5,
"battery_mwh": 9.53,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-A14DA502DA",
"grid_service_limit_mw": 11.97,
"gross_sqft": 1103501,
"infill_site": true,
"lease_expiry_months": 61,
"occ... | {
"capital_availability": 0.244,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.675,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.564,
"nearby_nodes": 2,
"network_redundancy_score": 0.695,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 93.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 53.8,
"dock_utilization_pct": 87.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.838,
"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": 2.39,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.2,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 3.07,
"rent_growth_90d_pct": 5.38,
"tenant_expansion_probability": 0.571
... | {
"annualized_noi_impact_usd": 130137,
"annualized_revenue_impact_usd": 182868,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 574189,
"expansion_capture_probability_post_event": 0.459,
"lease_rate_change_pct": 3.04,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.52
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.35
},
{
"action": "offer_preemptive... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.823,
"capital_availability": 0.244,
"demand_pressure": 0.688,
"entitlement_friction": 0.564,
"labor_shortage": 0.979,
"portfolio_tightness": 0.682,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-104052",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T02:48:00Z",
"trace_id": "c9f638d6-2544-4f89-8ea1-e48ebabca3d2"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.389,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.35,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.65,
"battery_mwh": 4.42,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-F554469C07",
"grid_service_limit_mw": 16.18,
"gross_sqft": 663695,
"infill_site": false,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.374,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.495,
"cross_node_rebalancing_capacity_pct": 0.112,
"entitlement_friction": 0.498,
"nearby_nodes": 6,
"network_redundancy_score": 0.693,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 29.7,
"dock_utilization_pct": 86.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.648,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.3,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 3.18,
"rent_growth_90d_pct": 3.54,
"tenant_expansion_probability": 0.739
} | {
"annualized_noi_impact_usd": 134772,
"annualized_revenue_impact_usd": 189043,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 361082,
"expansion_capture_probability_post_event": 0.726,
"lease_rate_change_pct": 3.58,
"occupancy_shift": 0.027,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.17
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.57
},
{
"action": "monitor_and_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.329,
"capital_availability": 0.374,
"demand_pressure": 0.696,
"entitlement_friction": 0.498,
"labor_shortage": 0.425,
"portfolio_tightness": 0.407,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-104053",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T03:16:00Z",
"trace_id": "b03510f4-de06-4127-bded-a618903d296b"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.403,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.316,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.24,
"battery_mwh": 10.39,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-325443F652",
"grid_service_limit_mw": 9.07,
"gross_sqft": 895271,
"infill_site": true,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.745,
"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.689,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.639,
"nearby_nodes": 5,
"network_redundancy_score": 0.665,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 39... | [
{
"appointment_fill_pct": 90.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 88.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.751,
"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": 2.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.79,
"rent_growth_90d_pct": 5.19,
"tenant_expansion_probability": 0.75
} | {
"annualized_noi_impact_usd": 376835,
"annualized_revenue_impact_usd": 543214,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 30,
"estimated_capex_usd": 488459,
"expansion_capture_probability_post_event": 0.688,
"lease_rate_change_pct": 3.38,
"occupancy_shift": 0.027,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 59.13
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.31
},
{
"action": "lock_power_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.593,
"capital_availability": 0.745,
"demand_pressure": 0.754,
"entitlement_friction": 0.639,
"labor_shortage": 1,
"portfolio_tightness": 0.639,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-104054",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:50:00Z",
"trace_id": "a8cdfbdc-83b3-4043-9c6d-5c0e49475ded"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.209,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.073,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.72,
"battery_mwh": 0.77,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-8E0498A43E",
"grid_service_limit_mw": 14.16,
"gross_sqft": 1048184,
"infill_site": false,
"lease_expiry_months": 29,... | {
"capital_availability": 0.749,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.562,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.156,
"nearby_nodes": 3,
"network_redundancy_score": 0.799,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 81.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.6,
"shift_fil... | {
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"anomaly_score": 0.788,
"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": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.8,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 1.18,
"rent_growth_90d_pct": 1.95,
"tenant_expansion_probability": 0.39
} | {
"annualized_noi_impact_usd": -46690,
"annualized_revenue_impact_usd": -71297,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 553852,
"expansion_capture_probability_post_event": 0.292,
"lease_rate_change_pct": -0.13,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.39
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.11
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.254,
"capital_availability": 0.749,
"demand_pressure": 0.418,
"entitlement_friction": 0.156,
"labor_shortage": 0.82,
"portfolio_tightness": 0.454,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-104055",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:05:00Z",
"trace_id": "bbc30da0-1734-457a-a0db-7f8362c8cc54"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.7,
"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": 0.422,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.349,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.35,
"battery_mwh": 9.05,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-03CB6A76DB",
"grid_service_limit_mw": 25.12,
"gross_sqft": 196650,
"infill_site": false,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.723,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.298,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.339,
"nearby_nodes": 5,
"network_redundancy_score": 0.791,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 97.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 90.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.708,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.67,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 89.3,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": 5.29,
"rent_growth_90d_pct": 3.99,
"tenant_expansion_probability": 0.79
} | {
"annualized_noi_impact_usd": 71894,
"annualized_revenue_impact_usd": 112825,
"cap_rate_pressure_pct": 0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 465648,
"expansion_capture_probability_post_event": 0.765,
"lease_rate_change_pct": 3.77,
"occupancy_shift": 0.033,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.3
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.76
},
{
"action": "rebala... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.723,
"demand_pressure": 0.876,
"entitlement_friction": 0.339,
"labor_shortage": 0.572,
"portfolio_tightness": 0.497,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-104056",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:22:00Z",
"trace_id": "67c21a2e-dee0-4915-bf17-2806f08a866d"
} | {
"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": 6.9,
"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": 0.204,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.111,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.25,
"battery_mwh": 7.24,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-9C598C9D43",
"grid_service_limit_mw": 21.49,
"gross_sqft": 160000,
"infill_site": false,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.928,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.293,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.133,
"nearby_nodes": 4,
"network_redundancy_score": 0.634,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 676200... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 30.7,
"dock_utilization_pct": 82,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 64.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.1,
"shift_fill_rate_pc... | {
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"anomaly_score": 0.648,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 88,
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"rent_growth_30d_pct": 2.28,
"rent_growth_90d_pct": 1.82,
"tenant_expansion_probability": 0.478
} | {
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"annualized_revenue_impact_usd": 27435,
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"decision_horizon_days": 45,
"estimated_capex_usd": 439758,
"expansion_capture_probability_post_event": 0.456,
"lease_rate_change_pct": 0.66,
"occupancy_shift": 0.025,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.88
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.54
},
{
"action": "escal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.928,
"demand_pressure": 0.488,
"entitlement_friction": 0.133,
"labor_shortage": 0.439,
"portfolio_tightness": 0.351,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.897,
"id": "FORGE-104057",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:39:00Z",
"trace_id": "7f071739-1f4d-4676-b2d8-c40e6fa96de3"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.2,
"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": 0.45,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.234,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 5.35,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-F857AFB602",
"grid_service_limit_mw": 19.89,
"gross_sqft": 565523,
"infill_site": false,
"lease_expiry_months": 55,
"occ... | {
"capital_availability": 0.116,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.716,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.288,
"nearby_nodes": 2,
"network_redundancy_score": 0.873,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 86.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.847,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.3,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.7,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 2.26,
"rent_growth_90d_pct": 2.54,
"tenant_expansion_probability": 0.638
} | {
"annualized_noi_impact_usd": 40904,
"annualized_revenue_impact_usd": 63246,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.521,
"lease_rate_change_pct": 1.73,
"occupancy_shift": 0.006,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 50.67
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.4
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.297,
"capital_availability": 0.116,
"demand_pressure": 0.696,
"entitlement_friction": 0.288,
"labor_shortage": 0.86,
"portfolio_tightness": 0.444,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-104058",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:58:00Z",
"trace_id": "d9756679-a0b2-4200-8a6b-0e9a535c43fc"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"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": 0.274,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.102,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.36,
"battery_mwh": 4.85,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-F992998FAA",
"grid_service_limit_mw": 10.83,
"gross_sqft": 995482,
"infill_site": false,
"lease_expiry_months": 27,
"occ... | {
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"competitive_pressure_score": 0.616,
"cross_node_rebalancing_capacity_pct": 0.167,
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"nearby_nodes": 3,
"network_redundancy_score": 0.693,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 23... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 85.7,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 45.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.46,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.908,
"rent_growth_30d_pct": 2.7,
"rent_growth_90d_pct": 1.56,
"tenant_expansion_probability":... | {
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.429,
"lease_rate_change_pct": -0.15,
"occupancy_shift": 0.016,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.03
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.93
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.65,
"capital_availability": 0.415,
"demand_pressure": 0.595,
"entitlement_friction": 0.615,
"labor_shortage": 1,
"portfolio_tightness": 0.671,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-104059",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:21:00Z",
"trace_id": "e6770e65-fab8-446e-a8e7-b36de6c179fe"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.098,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.335,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 5.93,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 106,
"facility_id": "FAC-BC61730100",
"grid_service_limit_mw": 16.18,
"gross_sqft": 1069267,
"infill_site": true,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.111,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.793,
"cross_node_rebalancing_capacity_pct": 0.164,
"entitlement_friction": 0.548,
"nearby_nodes": 7,
"network_redundancy_score": 0.688,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 120242... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.5,
"dock_utilization_pct": 81.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"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": 1.81,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.7,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 0.42,
"rent_growth_90d_pct": 2.3,
"tenant_expansion_probability": 0.204
} | {
"annualized_noi_impact_usd": -255221,
"annualized_revenue_impact_usd": -377311,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 90,
"estimated_capex_usd": 659429,
"expansion_capture_probability_post_event": 0.08,
"lease_rate_change_pct": -1.27,
"occupancy_shift": -0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.28
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 28.89
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.111,
"demand_pressure": 0.433,
"entitlement_friction": 0.548,
"labor_shortage": 0.742,
"portfolio_tightness": 0.489,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-104060",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T02:56:00Z",
"trace_id": "2f5af033-6cec-4a44-9881-0b99756a2fed"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.251,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.32,
"battery_mwh": 7.79,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-443B7071AE",
"grid_service_limit_mw": 17.74,
"gross_sqft": 505440,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.436,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.459,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.17,
"nearby_nodes": 6,
"network_redundancy_score": 0.693,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1988422... | [
{
"appointment_fill_pct": 90,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 31,
"dock_utilization_pct": 85.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 12.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.679,
"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": 2.33,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.7,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 3.39,
"rent_growth_90d_pct": 3.19,
"tenant_expansion_probability": 0.55
} | {
"annualized_noi_impact_usd": 39874,
"annualized_revenue_impact_usd": 59756,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 521728,
"expansion_capture_probability_post_event": 0.532,
"lease_rate_change_pct": 2.04,
"occupancy_shift": 0.039,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.75
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.81
},
{
"action": "hold_service_levels_flat",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.333,
"capital_availability": 0.436,
"demand_pressure": 0.673,
"entitlement_friction": 0.17,
"labor_shortage": 0.508,
"portfolio_tightness": 0.399,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-104061",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:20:00Z",
"trace_id": "28c399c0-3391-4a7d-bd53-39dbd54a3296"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.181,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.268,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.55,
"battery_mwh": 4.36,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-B1EC29E88A",
"grid_service_limit_mw": 15.07,
"gross_sqft": 1020490,
"infill_site": true,
"lease_expiry_months": 16,
"oc... | {
"capital_availability": 0.164,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.562,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.378,
"nearby_nodes": 8,
"network_redundancy_score": 0.318,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 81.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 71.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"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": 2.66,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.2,
"occupancy_90d": 0.878,
"rent_growth_30d_pct": 1.46,
"rent_growth_90d_pct": 0.35,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": -479146,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 751600,
"expansion_capture_probability_post_event": 0.214,
"lease_rate_change_pct": -2.31,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.31
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.51
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.291,
"capital_availability": 0.164,
"demand_pressure": 0.392,
"entitlement_friction": 0.378,
"labor_shortage": 0.945,
"portfolio_tightness": 0.544,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-104062",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:38:00Z",
"trace_id": "60cb700a-3acc-4403-adad-8355fe798c48"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.045,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.297,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.76,
"battery_mwh": 4.06,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-7E2BB84784",
"grid_service_limit_mw": 13.63,
"gross_sqft": 602130,
"infill_site": true,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.018,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.34,
"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.624,
"nearby_nodes": 8,
"network_redundancy_score": 0.833,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 84.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"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": 1.68,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.5,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 1.28,
"rent_growth_90d_pct": 3.86,
"tenant_expansion_probability": 0.208
} | {
"annualized_noi_impact_usd": -57601,
"annualized_revenue_impact_usd": -95959,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 517648,
"expansion_capture_probability_post_event": 0.112,
"lease_rate_change_pct": 0.1,
"occupancy_shift": 0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.59
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.86
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.591,
"capital_availability": 0.018,
"demand_pressure": 0.595,
"entitlement_friction": 0.624,
"labor_shortage": 0.676,
"portfolio_tightness": 0.485,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-104063",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T02:15:00Z",
"trace_id": "3a1a3462-fe19-4c6a-87e8-254a6427e19d"
} | {
"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": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.148,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.445,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.29,
"battery_mwh": 4.67,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-6351297FAA",
"grid_service_limit_mw": 13.8,
"gross_sqft": 1258911,
"infill_site": true,
"lease_expiry_months": 35,
"occ... | {
"capital_availability": 0.226,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.551,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.601,
"nearby_nodes": 6,
"network_redundancy_score": 0.751,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 82.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"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": 1.65,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.6,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 0.86,
"rent_growth_90d_pct": 0.36,
"tenant_expansion_probability": 0.334
} | {
"annualized_noi_impact_usd": -118719,
"annualized_revenue_impact_usd": -185223,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 30,
"estimated_capex_usd": 606282,
"expansion_capture_probability_post_event": 0.227,
"lease_rate_change_pct": -2.18,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.68
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.69
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.745,
"capital_availability": 0.226,
"demand_pressure": 0.453,
"entitlement_friction": 0.601,
"labor_shortage": 1,
"portfolio_tightness": 0.544,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-104064",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:40:00Z",
"trace_id": "bdbd8d04-10e0-419e-9e99-a182adc66c33"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.1,
"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": 0.184,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.309,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.57,
"battery_mwh": 10.34,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-F118B43965",
"grid_service_limit_mw": 23.85,
"gross_sqft": 776258,
"infill_site": true,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.943,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.476,
"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.271,
"nearby_nodes": 6,
"network_redundancy_score": 0.604,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 79.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.9,
"dock_utilization_pct": 82.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.671,
"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": 2.69,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 89.9,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 3.33,
"rent_growth_90d_pct": 4.17,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 63818,
"annualized_revenue_impact_usd": 108200,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 564340,
"expansion_capture_probability_post_event": 0.481,
"lease_rate_change_pct": 1.81,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.27
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.56
},
{
"action": "reba... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.943,
"demand_pressure": 0.485,
"entitlement_friction": 0.271,
"labor_shortage": 0.726,
"portfolio_tightness": 0.484,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-104065",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:37:00Z",
"trace_id": "e4d9dfdb-d56b-4bf5-b3e9-8af9c3031c5f"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.347,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.175,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.3,
"battery_mwh": 2.25,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-170CB6ACA1",
"grid_service_limit_mw": 7.87,
"gross_sqft": 708440,
"infill_site": false,
"lease_expiry_months": 57,
"occup... | {
"capital_availability": 0.239,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.698,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.534,
"nearby_nodes": 3,
"network_redundancy_score": 0.752,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 96... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.5,
"dock_utilization_pct": 85,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 2.59,
"rent_growth_90d_pct": 3.27,
"tenant_expansion_probability": 0.59
} | {
"annualized_noi_impact_usd": 81596,
"annualized_revenue_impact_usd": 132198,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 524348,
"expansion_capture_probability_post_event": 0.485,
"lease_rate_change_pct": 1.6,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.82
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.26
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.239,
"demand_pressure": 0.557,
"entitlement_friction": 0.534,
"labor_shortage": 0.991,
"portfolio_tightness": 0.676,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.867,
"id": "FORGE-104066",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:34:00Z",
"trace_id": "c46a0bb8-1615-49a7-bc24-3daec3a39051"
} | {
"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": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.187,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.3,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.72,
"battery_mwh": 12.38,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-B92CA636AA",
"grid_service_limit_mw": 15.17,
"gross_sqft": 946636,
"infill_site": false,
"lease_expiry_months": 65,
"oc... | {
"capital_availability": 0.66,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.607,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.522,
"nearby_nodes": 8,
"network_redundancy_score": 0.495,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 83.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.74,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.3,
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"rent_growth_30d_pct": 1.35,
"rent_growth_90d_pct": 2.99,
"tenant_expansion_probability": 0.371
} | {
"annualized_noi_impact_usd": -69839,
"annualized_revenue_impact_usd": -103271,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 518976,
"expansion_capture_probability_post_event": 0.264,
"lease_rate_change_pct": 0.13,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.94
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.58
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.66,
"demand_pressure": 0.545,
"entitlement_friction": 0.522,
"labor_shortage": 0.931,
"portfolio_tightness": 0.51,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-104067",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:56:00Z",
"trace_id": "5e62a851-f005-40c1-974b-72042738210b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.162,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.479,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 6.9,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-134805081F",
"grid_service_limit_mw": 10.13,
"gross_sqft": 740422,
"infill_site": false,
"lease_expiry_months": 15,
"... | {
"capital_availability": 0.202,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.486,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.62,
"nearby_nodes": 6,
"network_redundancy_score": 0.514,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.9,
"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": 25.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 1.5,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.3,
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"rent_growth_30d_pct": 0.11,
"rent_growth_90d_pct": 1.61,
"tenant_expansion_probability": 0.318
} | {
"annualized_noi_impact_usd": -77899,
"annualized_revenue_impact_usd": -121258,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 407250,
"expansion_capture_probability_post_event": 0.232,
"lease_rate_change_pct": -0.3,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.45
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.45
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.675,
"capital_availability": 0.202,
"demand_pressure": 0.552,
"entitlement_friction": 0.62,
"labor_shortage": 0.518,
"portfolio_tightness": 0.38,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-104068",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:31:00Z",
"trace_id": "7a1c97c3-c7c3-4ba7-b728-c182d212d056"
} | {
"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": 8.9,
"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": 0.35,
"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": 0.75,
"battery_mwh": 4.68,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 140,
"facility_id": "FAC-9D1B52CB6A",
"grid_service_limit_mw": 16.76,
"gross_sqft": 1404835,
"infill_site": true,
"lease_expiry_months": 65,
"occ... | {
"capital_availability": 0.447,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.571,
"cross_node_rebalancing_capacity_pct": 0.123,
"entitlement_friction": 0.352,
"nearby_nodes": 6,
"network_redundancy_score": 0.75,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1603605... | [
{
"appointment_fill_pct": 87.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 84,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.83,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
"build_vs_buy_score": 1.69,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.2,
"occupancy_90d": 0.926,
"rent_growth_30d_pct": 0.19,
"rent_growth_90d_pct": 2.68,
"tenant_expansion_probability": 0.456
} | {
"annualized_noi_impact_usd": 11832,
"annualized_revenue_impact_usd": 19147,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 668552,
"expansion_capture_probability_post_event": 0.339,
"lease_rate_change_pct": 1.13,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.7
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.46
},
{
"action": "offer_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.879,
"capital_availability": 0.447,
"demand_pressure": 0.591,
"entitlement_friction": 0.352,
"labor_shortage": 0.768,
"portfolio_tightness": 0.361,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-104069",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:41:00Z",
"trace_id": "7207f677-fa57-41e4-b3c2-2898f7aba505"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"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": 0.162,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.327,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.81,
"battery_mwh": 9.97,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-AE779A162E",
"grid_service_limit_mw": 13.34,
"gross_sqft": 471035,
"infill_site": false,
"lease_expiry_months": 8,
"occu... | {
"capital_availability": 0.086,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.619,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.505,
"nearby_nodes": 7,
"network_redundancy_score": 0.649,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 82,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 84.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 67.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"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": 2.6,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.2,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 2.86,
"rent_growth_90d_pct": 2.82,
"tenant_expansion_probability": 0.366
} | {
"annualized_noi_impact_usd": -15605,
"annualized_revenue_impact_usd": -22608,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 508095,
"expansion_capture_probability_post_event": 0.26,
"lease_rate_change_pct": 0,
"occupancy_shift": -0.002,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.37
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.82
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.479,
"capital_availability": 0.086,
"demand_pressure": 0.545,
"entitlement_friction": 0.505,
"labor_shortage": 0.739,
"portfolio_tightness": 0.676,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-104070",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T02:24:00Z",
"trace_id": "69cb659d-e249-4d27-8057-f4db52cd9fee"
} | {
"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": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.092,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.107,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.43,
"battery_mwh": 3.17,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-DCCECFAEB2",
"grid_service_limit_mw": 15.15,
"gross_sqft": 980660,
"infill_site": true,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.647,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.745,
"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.284,
"nearby_nodes": 7,
"network_redundancy_score": 0.345,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 185771... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 29.7,
"dock_utilization_pct": 80.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.655,
"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": 2.09,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.26,
"rent_growth_90d_pct": 2.34,
"tenant_expansion_probability": 0.335
} | {
"annualized_noi_impact_usd": -10866,
"annualized_revenue_impact_usd": -17119,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 379425,
"expansion_capture_probability_post_event": 0.312,
"lease_rate_change_pct": 0.05,
"occupancy_shift": 0.017,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 23
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 22.86
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.664,
"capital_availability": 0.647,
"demand_pressure": 0.427,
"entitlement_friction": 0.284,
"labor_shortage": 0.537,
"portfolio_tightness": 0.362,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-104071",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:28:00Z",
"trace_id": "253a4446-10d1-4fee-aa70-5b3aa3fda5de"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.038,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.119,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.78,
"battery_mwh": 8.41,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-02859DA485",
"grid_service_limit_mw": 13.29,
"gross_sqft": 799444,
"infill_site": true,
"lease_expiry_months": 26,
"occu... | {
"capital_availability": 0.069,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.525,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.32,
"nearby_nodes": 2,
"network_redundancy_score": 0.613,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 78.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.1,
"dock_utilization_pct": 82.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 52.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"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": 2.5,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.6,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 1.51,
"rent_growth_90d_pct": 1.58,
"tenant_expansion_probability": 0.181
} | {
"annualized_noi_impact_usd": -242258,
"annualized_revenue_impact_usd": -406312,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 45,
"estimated_capex_usd": 663535,
"expansion_capture_probability_post_event": 0.074,
"lease_rate_change_pct": -2.04,
"occupancy_shift": 0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.78
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.33
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.629,
"capital_availability": 0.069,
"demand_pressure": 0.471,
"entitlement_friction": 0.32,
"labor_shortage": 0.867,
"portfolio_tightness": 0.552,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-104072",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:23:00Z",
"trace_id": "330b9f82-1815-46fc-9555-656cb69ec327"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"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": 0.059,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.182,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.42,
"battery_mwh": 6.54,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-FA7D2D69CD",
"grid_service_limit_mw": 24.83,
"gross_sqft": 508043,
"infill_site": false,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.725,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.669,
"cross_node_rebalancing_capacity_pct": 0.086,
"entitlement_friction": 0.095,
"nearby_nodes": 4,
"network_redundancy_score": 0.416,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 117532... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.1,
"dock_utilization_pct": 83,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"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": 2.06,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.3,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 1.18,
"rent_growth_90d_pct": 0.25,
"tenant_expansion_probability": 0.243
} | {
"annualized_noi_impact_usd": -74745,
"annualized_revenue_impact_usd": -97914,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 410100,
"expansion_capture_probability_post_event": 0.173,
"lease_rate_change_pct": -2.02,
"occupancy_shift": 0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.53
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.19
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.454,
"capital_availability": 0.725,
"demand_pressure": 0.522,
"entitlement_friction": 0.095,
"labor_shortage": 0.804,
"portfolio_tightness": 0.414,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-104073",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:44:00Z",
"trace_id": "f7c29e77-e4a6-494b-92c3-c4898bb63d85"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": false,
"growth_rate": 0.285,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.048,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.64,
"battery_mwh": 5.8,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-F2BBE140ED",
"grid_service_limit_mw": 11.72,
"gross_sqft": 1163223,
"infill_site": true,
"lease_expiry_months": 16,
"occ... | {
"capital_availability": 0.622,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.799,
"cross_node_rebalancing_capacity_pct": 0.086,
"entitlement_friction": 0.652,
"nearby_nodes": 7,
"network_redundancy_score": 0.634,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 96.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 54.1,
"dock_utilization_pct": 89.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 67.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.843,
"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": 1.87,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.2,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 3.14,
"rent_growth_90d_pct": 4.27,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 123911,
"annualized_revenue_impact_usd": 196462,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 599843,
"expansion_capture_probability_post_event": 0.375,
"lease_rate_change_pct": 1.68,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 46.63
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.01
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.279,
"capital_availability": 0.622,
"demand_pressure": 0.832,
"entitlement_friction": 0.652,
"labor_shortage": 0.837,
"portfolio_tightness": 0.519,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-104074",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:21:00Z",
"trace_id": "04887cca-0016-432f-9abf-a706056955e5"
} | {
"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": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.336,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.417,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.71,
"battery_mwh": 7.21,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 72,
"facility_id": "FAC-589B7531FA",
"grid_service_limit_mw": 11.17,
"gross_sqft": 724836,
"infill_site": true,
"lease_expiry_months": 26,
"... | {
"capital_availability": 0.14,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.468,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.88,
"nearby_nodes": 8,
"network_redundancy_score": 0.395,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
"appointment_fill_pct": 92.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.1,
"dock_utilization_pct": 87.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 84.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.845,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.32,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.2,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 2.28,
"rent_growth_90d_pct": 1.25,
"tenant_expansion_probability": 0.504
} | {
"annualized_noi_impact_usd": -42564,
"annualized_revenue_impact_usd": -62607,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 761974,
"expansion_capture_probability_post_event": 0.369,
"lease_rate_change_pct": -0.45,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.09
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 35
},
{
"action": "deploy_peak_shaving",
"reason": "po... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.668,
"capital_availability": 0.14,
"demand_pressure": 0.697,
"entitlement_friction": 0.88,
"labor_shortage": 0.716,
"portfolio_tightness": 0.598,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-104075",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:05:00Z",
"trace_id": "5e8cc494-3400-435d-8da8-ae6e51618a0d"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.207,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.354,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.26,
"battery_mwh": 11.08,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-B86361D024",
"grid_service_limit_mw": 26.26,
"gross_sqft": 993852,
"infill_site": true,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.214,
"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.591,
"cross_node_rebalancing_capacity_pct": 0.072,
"entitlement_friction": 0.351,
"nearby_nodes": 5,
"network_redundancy_score": 0.684,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 75.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.3,
"dock_utilization_pct": 82.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"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": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.2,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 1.85,
"rent_growth_90d_pct": 2.71,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -111682,
"annualized_revenue_impact_usd": -160417,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 603856,
"expansion_capture_probability_post_event": 0.251,
"lease_rate_change_pct": -0.07,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.28
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.62
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.214,
"demand_pressure": 0.462,
"entitlement_friction": 0.351,
"labor_shortage": 0.811,
"portfolio_tightness": 0.558,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.872,
"id": "FORGE-104076",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:14:00Z",
"trace_id": "bb655274-9c2a-4ca9-9e59-60593e31da12"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
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{
"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.336,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.355,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.53,
"battery_mwh": 4.4,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-00881EDDE4",
"grid_service_limit_mw": 15.62,
"gross_sqft": 572032,
"infill_site": true,
"lease_expiry_months": 55,
"... | {
"capital_availability": 0.741,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.514,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.531,
"nearby_nodes": 3,
"network_redundancy_score": 0.427,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 87,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"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": 2.6,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.9,
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"rent_growth_30d_pct": 2.85,
"rent_growth_90d_pct": 5.2,
"tenant_expansion_probability": 0.612
} | {
"annualized_noi_impact_usd": 128188,
"annualized_revenue_impact_usd": 186445,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 387150,
"expansion_capture_probability_post_event": 0.527,
"lease_rate_change_pct": 3.47,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.41
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.26
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.741,
"demand_pressure": 0.693,
"entitlement_friction": 0.531,
"labor_shortage": 0.874,
"portfolio_tightness": 0.558,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-104077",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:55:00Z",
"trace_id": "dec9c139-0ca0-4c6f-a64f-e74f8a94ab18"
} | {
"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": 8.4,
"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": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.167,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.75,
"battery_mwh": 4.66,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-A9C83C9195",
"grid_service_limit_mw": 8.01,
"gross_sqft": 1065991,
"infill_site": true,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.345,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.804,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.503,
"nearby_nodes": 6,
"network_redundancy_score": 0.647,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 87... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.3,
"dock_utilization_pct": 86.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.921,
"rent_growth_30d_pct": 2.64,
"rent_growth_90d_pct": 4.68,
"tenant_expansion_probability": 0.684... | {
"annualized_noi_impact_usd": 317783,
"annualized_revenue_impact_usd": 490570,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 486907,
"expansion_capture_probability_post_event": 0.591,
"lease_rate_change_pct": 3.74,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.73
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.97
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.486,
"capital_availability": 0.345,
"demand_pressure": 0.666,
"entitlement_friction": 0.503,
"labor_shortage": 0.794,
"portfolio_tightness": 0.574,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-104078",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:41:00Z",
"trace_id": "49fa8368-fb72-4ee7-9de2-7db91827193d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.366,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.161,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.2,
"battery_mwh": 6.24,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 48,
"facility_id": "FAC-38D71DEF75",
"grid_service_limit_mw": 14.55,
"gross_sqft": 489941,
"infill_site": false,
"lease_expiry_months": 63,
"occup... | {
"capital_availability": 0.363,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.48,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.694,
"nearby_nodes": 8,
"network_redundancy_score": 0.822,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 23... | [
{
"appointment_fill_pct": 80.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 33.2,
"dock_utilization_pct": 86.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 81.5,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 20.7,
"shift_fill... | {
"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.8,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 2.93,
"rent_growth_90d_pct": 2.11,
"tenant_expansion_probability": 0.604
} | {
"annualized_noi_impact_usd": 49856,
"annualized_revenue_impact_usd": 70676,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 620395,
"expansion_capture_probability_post_event": 0.536,
"lease_rate_change_pct": 1.11,
"occupancy_shift": 0.027,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 39.44
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.44
},
{
"action": "secure_pop_up_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.631,
"capital_availability": 0.363,
"demand_pressure": 0.697,
"entitlement_friction": 0.694,
"labor_shortage": 0.433,
"portfolio_tightness": 0.457,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-104079",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:40:00Z",
"trace_id": "6229cfa4-5a32-4a03-b3c1-5653f05fa6ae"
} | {
"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": 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": 0.203,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.248,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.41,
"battery_mwh": 9.02,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-F9522E702F",
"grid_service_limit_mw": 10.29,
"gross_sqft": 503367,
"infill_site": true,
"lease_expiry_months": 11,
"occu... | {
"capital_availability": 0.736,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.442,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.513,
"nearby_nodes": 8,
"network_redundancy_score": 0.876,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.7,
"dock_utilization_pct": 84.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.7,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.2,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 1.26,
"rent_growth_90d_pct": 1.12,
"tenant_expansion_probability": 0.384
} | {
"annualized_noi_impact_usd": -46203,
"annualized_revenue_impact_usd": -61696,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 493508,
"expansion_capture_probability_post_event": 0.297,
"lease_rate_change_pct": -0.37,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.89
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.8
},
{
"action": "hold_service_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.442,
"capital_availability": 0.736,
"demand_pressure": 0.614,
"entitlement_friction": 0.513,
"labor_shortage": 0.52,
"portfolio_tightness": 0.428,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-104080",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:04:00Z",
"trace_id": "082cf46a-46c1-470e-93e3-92009d148ebd"
} | {
"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": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.065,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.302,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.65,
"battery_mwh": 4.62,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 127,
"facility_id": "FAC-49D5DA49BF",
"grid_service_limit_mw": 13.31,
"gross_sqft": 1279232,
"infill_site": true,
"lease_expiry_months": 19,
"occ... | {
"capital_availability": 0.744,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.282,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.369,
"nearby_nodes": 7,
"network_redundancy_score": 0.463,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 32.4,
"dock_utilization_pct": 79.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 80.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.668,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.7,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.2,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 2.35,
"rent_growth_90d_pct": 4.9,
"tenant_expansion_probability": 0.301
} | {
"annualized_noi_impact_usd": -93610,
"annualized_revenue_impact_usd": -129720,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 686154,
"expansion_capture_probability_post_event": 0.246,
"lease_rate_change_pct": 1.01,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.42
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 26.56
},
{
"action": "deploy_peak_shaving",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.778,
"capital_availability": 0.744,
"demand_pressure": 0.281,
"entitlement_friction": 0.369,
"labor_shortage": 0.65,
"portfolio_tightness": 0.621,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-104081",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:22:00Z",
"trace_id": "b68b5cea-c7c1-4534-989e-aea230f36f4b"
} | {
"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": 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": -0.026,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.197,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.74,
"battery_mwh": 12.16,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-C7A3296E8B",
"grid_service_limit_mw": 9.43,
"gross_sqft": 379693,
"infill_site": true,
"lease_expiry_months": 10,
"occu... | {
"capital_availability": 0.233,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.271,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.32,
"nearby_nodes": 7,
"network_redundancy_score": 0.551,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 71.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 78.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.72,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.6,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 1,
"rent_growth_90d_pct": 0.76,
"tenant_expansion_probability": 0.205
} | {
"annualized_noi_impact_usd": -100353,
"annualized_revenue_impact_usd": -134890,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 418754,
"expansion_capture_probability_post_event": 0.111,
"lease_rate_change_pct": -2.68,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.18
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.232,
"capital_availability": 0.233,
"demand_pressure": 0.256,
"entitlement_friction": 0.32,
"labor_shortage": 0.94,
"portfolio_tightness": 0.553,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-104082",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:16:00Z",
"trace_id": "7ad1a79c-aa42-40be-9c3e-20bd4f4454fa"
} | {
"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": "demand_pressure",
"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": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.41,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.269,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.78,
"battery_mwh": 7.52,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-63F2CDAF98",
"grid_service_limit_mw": 14.74,
"gross_sqft": 779977,
"infill_site": false,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.203,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.368,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.296,
"nearby_nodes": 8,
"network_redundancy_score": 0.475,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 57.5,
"dock_utilization_pct": 90,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.842,
"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": 2.57,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.8,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 4.28,
"rent_growth_90d_pct": 4.38,
"tenant_expansion_probability": 0.669
} | {
"annualized_noi_impact_usd": 168769,
"annualized_revenue_impact_usd": 264890,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 476336,
"expansion_capture_probability_post_event": 0.575,
"lease_rate_change_pct": 3.12,
"occupancy_shift": 0.016,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 47.88
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.84
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.692,
"capital_availability": 0.203,
"demand_pressure": 0.817,
"entitlement_friction": 0.296,
"labor_shortage": 1,
"portfolio_tightness": 0.69,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.731,
"id": "FORGE-104083",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:42:00Z",
"trace_id": "2d20902b-40eb-4e69-b3c2-a2bac23595d7"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.389,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.085,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.82,
"battery_mwh": 9.79,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-43ED323587",
"grid_service_limit_mw": 11.12,
"gross_sqft": 976580,
"infill_site": false,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.753,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.518,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.428,
"nearby_nodes": 2,
"network_redundancy_score": 0.678,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 87.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 30.2,
"dock_utilization_pct": 84.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.667,
"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": 1.88,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.9,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 2.19,
"rent_growth_90d_pct": 2.63,
"tenant_expansion_probability": 0.668... | {
"annualized_noi_impact_usd": 205859,
"annualized_revenue_impact_usd": 340451,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.637,
"lease_rate_change_pct": 2.54,
"occupancy_shift": 0.033,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 50.4
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.76
},
{
"action": "reba... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.519,
"capital_availability": 0.753,
"demand_pressure": 0.639,
"entitlement_friction": 0.428,
"labor_shortage": 0.407,
"portfolio_tightness": 0.342,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.874,
"id": "FORGE-104084",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:28:00Z",
"trace_id": "903d98a4-1c0e-4566-acd7-316081f00595"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.115,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.133,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.38,
"battery_mwh": 12.45,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-EAA86CB5E9",
"grid_service_limit_mw": 15.86,
"gross_sqft": 685435,
"infill_site": true,
"lease_expiry_months": 61,
"occ... | {
"capital_availability": 0.668,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.73,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.495,
"nearby_nodes": 3,
"network_redundancy_score": 0.386,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 89.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 84.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 48.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.9,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.5,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 2.21,
"rent_growth_90d_pct": 4.34,
"tenant_expansion_probability": 0.323
} | {
"annualized_noi_impact_usd": -19766,
"annualized_revenue_impact_usd": -27484,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 461470,
"expansion_capture_probability_post_event": 0.222,
"lease_rate_change_pct": 0.74,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.22
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.91
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.406,
"capital_availability": 0.668,
"demand_pressure": 0.543,
"entitlement_friction": 0.495,
"labor_shortage": 0.892,
"portfolio_tightness": 0.583,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-104085",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:10:00Z",
"trace_id": "26ce596b-f03d-476d-92ac-0dbd02ef9e1a"
} | {
"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": 8.6,
"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": 0.441,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.226,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.2,
"battery_mwh": 12.26,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-89E777E510",
"grid_service_limit_mw": 19.82,
"gross_sqft": 1241017,
"infill_site": true,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.077,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.267,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.225,
"nearby_nodes": 5,
"network_redundancy_score": 0.435,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1331982... | [
{
"appointment_fill_pct": 95.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.1,
"dock_utilization_pct": 88.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"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": 2.08,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.3,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 2.67,
"rent_growth_90d_pct": 3.07,
"tenant_expansion_probability": 0.664
} | {
"annualized_noi_impact_usd": 151669,
"annualized_revenue_impact_usd": 212224,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 415547,
"expansion_capture_probability_post_event": 0.585,
"lease_rate_change_pct": 3.04,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.11
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.47
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.314,
"capital_availability": 0.077,
"demand_pressure": 0.827,
"entitlement_friction": 0.225,
"labor_shortage": 0.61,
"portfolio_tightness": 0.406,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-104086",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:42:00Z",
"trace_id": "f5d50735-f98f-4a27-a589-21f5717ff020"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.23,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.179,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.66,
"battery_mwh": 9.69,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-AE64C0D061",
"grid_service_limit_mw": 18.18,
"gross_sqft": 820019,
"infill_site": false,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.648,
"cluster_utilization_pct": 0.937,
"competitive_pressure_score": 0.312,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.69,
"nearby_nodes": 8,
"network_redundancy_score": 0.756,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 181478,... | [
{
"appointment_fill_pct": 91.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50,
"dock_utilization_pct": 85.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"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": 1.74,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.5,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 1.15,
"rent_growth_90d_pct": 3.26,
"tenant_expansion_probability": 0.434
} | {
"annualized_noi_impact_usd": 25905,
"annualized_revenue_impact_usd": 37463,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 502759,
"expansion_capture_probability_post_event": 0.341,
"lease_rate_change_pct": 1.02,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.18
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.32
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.706,
"capital_availability": 0.648,
"demand_pressure": 0.652,
"entitlement_friction": 0.69,
"labor_shortage": 0.846,
"portfolio_tightness": 0.463,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-104087",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:45:00Z",
"trace_id": "88c0fd58-e6a1-4b7e-9049-f7e413d71b0c"
} | {
"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": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.199,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.202,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.42,
"battery_mwh": 9.1,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 72,
"facility_id": "FAC-6F11EF8111",
"grid_service_limit_mw": 13,
"gross_sqft": 723041,
"infill_site": true,
"lease_expiry_months": 49,
"occupancy... | {
"capital_availability": 0.767,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.759,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.556,
"nearby_nodes": 3,
"network_redundancy_score": 0.337,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1157023... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.3,
"dock_utilization_pct": 82.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"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": 1.99,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.6,
"occupancy_90d": 0.892,
"rent_growth_30d_pct": 1.04,
"rent_growth_90d_pct": 1.87,
"tenant_expansion_probability": 0.353
} | {
"annualized_noi_impact_usd": -60012,
"annualized_revenue_impact_usd": -84834,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 689038,
"expansion_capture_probability_post_event": 0.239,
"lease_rate_change_pct": -0.45,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.23
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.43
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.396,
"capital_availability": 0.767,
"demand_pressure": 0.453,
"entitlement_friction": 0.556,
"labor_shortage": 0.596,
"portfolio_tightness": 0.499,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-104088",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T02:06:00Z",
"trace_id": "a13898ea-615c-401e-b920-c9d9e36e7eab"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7,
"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": 0.134,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.068,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.38,
"battery_mwh": 5.87,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-3CAB06F496",
"grid_service_limit_mw": 13.28,
"gross_sqft": 1136032,
"infill_site": false,
"lease_expiry_months": 25,
"o... | {
"capital_availability": 0.287,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.253,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.601,
"nearby_nodes": 8,
"network_redundancy_score": 0.835,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 30.9,
"dock_utilization_pct": 83.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.66,
"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": 1.98,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.5,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 2.11,
"rent_growth_90d_pct": 3.45,
"tenant_expansion_probability": 0.406
} | {
"annualized_noi_impact_usd": 122044,
"annualized_revenue_impact_usd": 175306,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 430749,
"expansion_capture_probability_post_event": 0.368,
"lease_rate_change_pct": 0.93,
"occupancy_shift": 0.03,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.93
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 25.42
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.259,
"capital_availability": 0.287,
"demand_pressure": 0.538,
"entitlement_friction": 0.601,
"labor_shortage": 0.452,
"portfolio_tightness": 0.376,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-104089",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:07:00Z",
"trace_id": "15f1f793-e479-4643-96e8-1c0cdac620ac"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.373,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.452,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.54,
"battery_mwh": 7.27,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-52C5CC97D0",
"grid_service_limit_mw": 15.98,
"gross_sqft": 859276,
"infill_site": false,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.285,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.341,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.096,
"nearby_nodes": 2,
"network_redundancy_score": 0.352,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 30... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53.2,
"dock_utilization_pct": 87.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.92,
"rent_growth_90d_pct": 1.53,
"tenant_expansion_probability"... | {
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"decision_horizon_days": 30,
"estimated_capex_usd": 340997,
"expansion_capture_probability_post_event": 0.532,
"lease_rate_change_pct": 1.41,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
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{
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"reason": "capture_growth,tenant_lock_in",
"score": 42.81
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.01
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.805,
"entitlement_friction": 0.096,
"labor_shortage": 0.833,
"portfolio_tightness": 0.31,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-104090",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:47:00Z",
"trace_id": "56e6fd96-4ffb-4a33-ad60-9bc4bc822c9b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.18,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 7.96,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-E8955950E9",
"grid_service_limit_mw": 17.81,
"gross_sqft": 1145606,
"infill_site": false,
"lease_expiry_months": 29,... | {
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"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.436,
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"entitlement_friction": 0.643,
"nearby_nodes": 2,
"network_redundancy_score": 0.685,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 50.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.991,
"rent_growth_30d_pct": 0.48,
"rent_growth_90d_pct": 1.67,
"tenant_expansion_probability"... | {
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.276,
"lease_rate_change_pct": -0.33,
"occupancy_shift": 0.011,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.2
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.82
},
{
"action": "offer_preempti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.183,
"demand_pressure": 0.646,
"entitlement_friction": 0.643,
"labor_shortage": 0.687,
"portfolio_tightness": 0.33,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-104091",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:20:00Z",
"trace_id": "728fa5f8-b03b-444a-ac68-6c94844cf62a"
} | {
"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",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.445,
"seasonality": 0.61,
"service_level_target": 0.95... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 13.1,
"gross_sqft": 444605,
"infill_site": true,
"lease_expiry_months": 28,
"occup... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.359,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 117767,... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82.8,
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"power_load_pct_of_service_limit": 42.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.2,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.5,
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"rent_growth_30d_pct": 0.93,
"rent_growth_90d_pct": 1.71,
"tenant_expansion_probability": 0.533... | {
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"expansion_capture_probability_post_event": 0.428,
"lease_rate_change_pct": 0,
"occupancy_shift": -0.005,
"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.04
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.21
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.267,
"demand_pressure": 0.502,
"entitlement_friction": 0.696,
"labor_shortage": 1,
"portfolio_tightness": 0.445,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-104092",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:00:00Z",
"trace_id": "5b3d9dbb-ed29-4660-939b-af6af6be515b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.155,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.18,
"battery_mwh": 1.62,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-E8155D9D0A",
"grid_service_limit_mw": 12.05,
"gross_sqft": 1051098,
"infill_site": true,
"lease_expiry_months": 67,
"oc... | {
"capital_availability": 0.279,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.407,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.403,
"nearby_nodes": 8,
"network_redundancy_score": 0.457,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 33.6,
"dock_utilization_pct": 79.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 75,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.744,
"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": 1.52,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.1,
"occupancy_90d": 0.889,
"rent_growth_30d_pct": -0.92,
"rent_growth_90d_pct": -1.34,
"tenant_expansion_probability": 0.263
} | {
"annualized_noi_impact_usd": -156352,
"annualized_revenue_impact_usd": -221841,
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"decision_horizon_days": 30,
"estimated_capex_usd": 444781,
"expansion_capture_probability_post_event": 0.17,
"lease_rate_change_pct": -2.68,
"occupancy_shift": -0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.94
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 25.38
},
{
"action": "defer_noncritical_p... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.717,
"capital_availability": 0.279,
"demand_pressure": 0.375,
"entitlement_friction": 0.403,
"labor_shortage": 0.511,
"portfolio_tightness": 0.336,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.878,
"id": "FORGE-104093",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:06:00Z",
"trace_id": "75e7e81e-cf43-4fd7-adca-f181ed30569a"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.074,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 9.68,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-95430E7420",
"grid_service_limit_mw": 10.99,
"gross_sqft": 526493,
"infill_site": true,
"lease_expiry_months": 48,
"... | {
"capital_availability": 0.346,
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"competitive_pressure_score": 0.695,
"cross_node_rebalancing_capacity_pct": 0.08,
"entitlement_friction": 0.677,
"nearby_nodes": 7,
"network_redundancy_score": 0.525,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 94.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.6,
"dock_utilization_pct": 88.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 58.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.64,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.8,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 4.04,
"rent_growth_90d_pct": 6.48,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 108278,
"annualized_revenue_impact_usd": 160327,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 640522,
"expansion_capture_probability_post_event": 0.497,
"lease_rate_change_pct": 4.18,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.18
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.08
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.324,
"capital_availability": 0.346,
"demand_pressure": 0.759,
"entitlement_friction": 0.677,
"labor_shortage": 0.705,
"portfolio_tightness": 0.689,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-104094",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:42:00Z",
"trace_id": "ec577407-2620-43a9-bd71-1f181f5ef75e"
} | {
"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"
},
{
... | {
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.092,
"seasonality": 0.82,
"service_level_ta... | {
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"battery_mwh": 4.42,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"grid_service_limit_mw": 15.99,
"gross_sqft": 472428,
"infill_site": false,
"lease_expiry_months": 29,
"occ... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.453,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 80.6,
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"power_load_pct_of_service_limit": 47.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.3,
"shift_fill... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"rent_growth_30d_pct": 3.06,
"rent_growth_90d_pct": 4.54,
"tenant_expansion_probability": 0.3
} | {
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"lease_rate_change_pct": 0.72,
"occupancy_shift": 0.023,
"service_penalty_risk_usd... | {
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{
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"score": 29.31
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.21
},
{
"action": "secure_pop_up_capacity",
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"entitlement_friction": 0.096,
"labor_shortage": 0.777,
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-104095",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T04:06:00Z",
"trace_id": "84748f5b-5f34-438b-bd97-c4fa8a25dec3"
} | {
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"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.166,
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"ser... | {
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 8.35,
"gross_sqft": 583022,
"infill_site": true,
"lease_expiry_months": 42,
"... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.849,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"power_load_pct_of_service_limit": 65,
"reefer_temp_delta_c": 0.15,
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"shift_fill_ra... | {
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"confidence_band": "high",
"forecast_... | {
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"rent_growth_30d_pct": 1.17,
"rent_growth_90d_pct": 3.57,
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} | {
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},
{
"action": "rebalance_carrier_mix",
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"score": 30.93
},
{
"action": "defer_noncritical_projects",
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"demand_pressure": 0.404,
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"labor_shortage": 0.755,
"portfolio_tightness": 0.599,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-104096",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T05:10:00Z",
"trace_id": "9785bc80-e2b4-4cde-8f96-aae48be61d0d"
} | {
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{
... | {
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"LOG-PWR-009",
"LOG-LND-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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"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.036,
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"serv... | {
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"building_class": "class_a",
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"dock_doors": 25,
"facility_id": "FAC-A24B8141AE",
"grid_service_limit_mw": 21.75,
"gross_sqft": 256262,
"infill_site": false,
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"occ... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.489,
"portfolio_cluster": "atlanta_south_atlanta",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.8,
"shift_fill_... | {
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"confidence_band": "very_high",
"fo... | {
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"rent_growth_90d_pct": -0.24,
"tenant_expansion_probability": 0.24... | {
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"lease_rate_change_pct": -2.26,
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{
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},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.16
},
{
"action": "defer_noncritical_projects",... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-104097",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:44:00Z",
"trace_id": "d1f0a8a3-2204-4212-abb3-62185b7e379e"
} | {
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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-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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"retention_priority": "high",
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"service_level_target":... | {
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"grid_service_limit_mw": 23.73,
"gross_sqft": 1145613,
"infill_site": false,
"lease_expiry_months": 29,... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.372,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 90.6,
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"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_r... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_90d_pct": 3.2,
"tenant_expansion_probability": 0.... | {
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"lease_rate_change_pct": 2.02,
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{
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"score": 37.24
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.96
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"portfolio_tightness": 0.44,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-104098",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:05:00Z",
"trace_id": "0d0f40af-0a09-43bc-882f-90f8ab47a8e0"
} | {
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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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},
{
"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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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.377,
"seasonality": 0.61,
"service_level_target": 0... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 10.1,
"gross_sqft": 329015,
"infill_site": false,
"lease_expiry_months": 30,
... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.797,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 87... | [
{
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"dock_utilization_pct": 88.9,
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"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"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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"rent_growth_30d_pct": 3.98,
"rent_growth_90d_pct": 2.66,
"tenant_expansion_probability": 0.428
} | {
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"service_penalty_risk_u... | {
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{
"action": "secure_pop_up_capacity",
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"score": 37.07
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.62
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"labor_shortage": 0.72,
"portfolio_tightness": 0.727,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-104099",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:46:00Z",
"trace_id": "e0617e59-2e1d-4b2f-ac7e-976470c2b6a8"
} | {
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"environment": "production_portfolio",
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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"
} | {
"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": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.289,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.141,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.47,
"battery_mwh": 4.47,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-199FB40866",
"grid_service_limit_mw": 27.75,
"gross_sqft": 921365,
"infill_site": false,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.389,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.49,
"cross_node_rebalancing_capacity_pct": 0.112,
"entitlement_friction": 0.441,
"nearby_nodes": 2,
"network_redundancy_score": 0.622,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.3,
"dock_utilization_pct": 87.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"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": 2.06,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.5,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 2.29,
"rent_growth_90d_pct": 2.97,
"tenant_expansion_probability": 0.498... | {
"annualized_noi_impact_usd": 51715,
"annualized_revenue_impact_usd": 73612,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 516066,
"expansion_capture_probability_post_event": 0.421,
"lease_rate_change_pct": 1.82,
"occupancy_shift": 0.019,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 49.13
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.07
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.758,
"capital_availability": 0.389,
"demand_pressure": 0.722,
"entitlement_friction": 0.441,
"labor_shortage": 0.596,
"portfolio_tightness": 0.534,
... |
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