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": 0.83,
"id": "FORGE-103000",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:15:00Z",
"trace_id": "86998f73-f1a3-4644-a818-a5bfe1164a3c"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.243,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.089,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.25,
"battery_mwh": 5.2,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-EE6DED3D45",
"grid_service_limit_mw": 20.83,
"gross_sqft": 1163309,
"infill_site": true,
"lease_expiry_months": 8,
"occu... | {
"capital_availability": 0.339,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.274,
"cross_node_rebalancing_capacity_pct": 0.086,
"entitlement_friction": 0.708,
"nearby_nodes": 2,
"network_redundancy_score": 0.748,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 529786... | [
{
"appointment_fill_pct": 83,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 31.9,
"dock_utilization_pct": 82.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.654,
"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": 2.2,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.4,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 2.23,
"rent_growth_90d_pct": 3.46,
"tenant_expansion_probability": 0.562
} | {
"annualized_noi_impact_usd": 198711,
"annualized_revenue_impact_usd": 270460,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 473354,
"expansion_capture_probability_post_event": 0.524,
"lease_rate_change_pct": 1.73,
"occupancy_shift": 0.029,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.27
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 24.96
},
{
"action": "monitor_and_stage",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.284,
"capital_availability": 0.339,
"demand_pressure": 0.498,
"entitlement_friction": 0.708,
"labor_shortage": 0.567,
"portfolio_tightness": 0.436,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-103001",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T08:16:00Z",
"trace_id": "d3c00807-590c-473d-bc34-819ebcf8d185"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.165,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.252,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.29,
"battery_mwh": 6.38,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-F3F3F42822",
"grid_service_limit_mw": 23.69,
"gross_sqft": 913598,
"infill_site": true,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.598,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.399,
"cross_node_rebalancing_capacity_pct": 0.168,
"entitlement_friction": 0.186,
"nearby_nodes": 4,
"network_redundancy_score": 0.808,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 141384... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.2,
"dock_utilization_pct": 84.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"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": 1.88,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.6,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 0.75,
"rent_growth_90d_pct": 0.15,
"tenant_expansion_probability": 0.34
} | {
"annualized_noi_impact_usd": -54234,
"annualized_revenue_impact_usd": -78246,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 424715,
"expansion_capture_probability_post_event": 0.258,
"lease_rate_change_pct": -1.67,
"occupancy_shift": 0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.75
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.71
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.649,
"capital_availability": 0.598,
"demand_pressure": 0.597,
"entitlement_friction": 0.186,
"labor_shortage": 0.981,
"portfolio_tightness": 0.363,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-103002",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:01:00Z",
"trace_id": "36483bee-e496-4e59-842e-f95db311dc1f"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.082,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.377,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.42,
"battery_mwh": 2.75,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-B23957A00F",
"grid_service_limit_mw": 23.82,
"gross_sqft": 1066041,
"infill_site": false,
"lease_expiry_months": 65,
"o... | {
"capital_availability": 0.082,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.547,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.471,
"nearby_nodes": 4,
"network_redundancy_score": 0.605,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 627221... | [
{
"appointment_fill_pct": 81,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 82.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.743,
"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": 1.99,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.3,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 0.95,
"rent_growth_90d_pct": -0.36,
"tenant_expansion_probability": 0.275
} | {
"annualized_noi_impact_usd": -170900,
"annualized_revenue_impact_usd": -223969,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 477509,
"expansion_capture_probability_post_event": 0.197,
"lease_rate_change_pct": -2.31,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.78
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 27.71
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.376,
"capital_availability": 0.082,
"demand_pressure": 0.502,
"entitlement_friction": 0.471,
"labor_shortage": 0.608,
"portfolio_tightness": 0.442,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-103003",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:40:00Z",
"trace_id": "da8e4133-451f-4944-8983-682e39eed860"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.115,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.345,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.59,
"battery_mwh": 1.64,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-4D15198537",
"grid_service_limit_mw": 8.95,
"gross_sqft": 734361,
"infill_site": false,
"lease_expiry_months": 10,
"occu... | {
"capital_availability": 0.62,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.473,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.737,
"nearby_nodes": 8,
"network_redundancy_score": 0.397,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 218... | [
{
"appointment_fill_pct": 83,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.5,
"dock_utilization_pct": 80.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 61.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.662,
"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": 2.89,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.53,
"rent_growth_90d_pct": 3.54,
"tenant_expansion_probability": 0.436
} | {
"annualized_noi_impact_usd": -30332,
"annualized_revenue_impact_usd": -40593,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 707046,
"expansion_capture_probability_post_event": 0.37,
"lease_rate_change_pct": 0.03,
"occupancy_shift": 0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.53
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.69
},
{
"action": "monitor_and_stage",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.299,
"capital_availability": 0.62,
"demand_pressure": 0.326,
"entitlement_friction": 0.737,
"labor_shortage": 0.775,
"portfolio_tightness": 0.712,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-103004",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T07:54:00Z",
"trace_id": "b222bdbf-b385-4918-a867-5c4e6128ad22"
} | {
"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": 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": -0.016,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.489,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.3,
"battery_mwh": 4.68,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-A95CD926A5",
"grid_service_limit_mw": 12.69,
"gross_sqft": 564241,
"infill_site": false,
"lease_expiry_months": 9,
"... | {
"capital_availability": 0.059,
"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.582,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.624,
"nearby_nodes": 8,
"network_redundancy_score": 0.838,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 53... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.8,
"dock_utilization_pct": 79.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.764,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.8,
"occupancy_90d": 0.874,
"rent_growth_30d_pct": 1.13,
"rent_growth_90d_pct": 1.88,
"tenant_expansion_probability": 0.181
} | {
"annualized_noi_impact_usd": -177084,
"annualized_revenue_impact_usd": -259531,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 611138,
"expansion_capture_probability_post_event": 0.07,
"lease_rate_change_pct": -2.18,
"occupancy_shift": -0.02,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.71
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.34
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.503,
"capital_availability": 0.059,
"demand_pressure": 0.302,
"entitlement_friction": 0.624,
"labor_shortage": 0.865,
"portfolio_tightness": 0.634,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.867,
"id": "FORGE-103005",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:32:00Z",
"trace_id": "9cbfdff3-3490-43f8-85f7-6ec6c6e83745"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.075,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.145,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.78,
"battery_mwh": 1.14,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 74,
"facility_id": "FAC-A4A056FE82",
"grid_service_limit_mw": 10.71,
"gross_sqft": 742513,
"infill_site": false,
"lease_expiry_months": 9,
"occup... | {
"capital_availability": 0.729,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.754,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.288,
"nearby_nodes": 3,
"network_redundancy_score": 0.734,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 81... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.4,
"dock_utilization_pct": 85.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 84.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"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": 1.75,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 1.28,
"rent_growth_90d_pct": 1.37,
"tenant_expansion_probability": 0.179
} | {
"annualized_noi_impact_usd": -103626,
"annualized_revenue_impact_usd": -151960,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 570565,
"expansion_capture_probability_post_event": 0.07,
"lease_rate_change_pct": -1.79,
"occupancy_shift": 0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.28
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.01
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.438,
"capital_availability": 0.729,
"demand_pressure": 0.642,
"entitlement_friction": 0.288,
"labor_shortage": 0.656,
"portfolio_tightness": 0.379,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-103006",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:33:00Z",
"trace_id": "4de6aa7a-acdc-40b6-98f9-3fb3093c8a76"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.2,
"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": 0.323,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.206,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.74,
"battery_mwh": 4.23,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 54,
"facility_id": "FAC-1421D9307A",
"grid_service_limit_mw": 13.13,
"gross_sqft": 547537,
"infill_site": false,
"lease_expiry_months": 19,
"occu... | {
"capital_availability": 0.619,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.468,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.529,
"nearby_nodes": 8,
"network_redundancy_score": 0.725,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 90.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.4,
"dock_utilization_pct": 84.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.854,
"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": 2.36,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 1.6,
"rent_growth_90d_pct": 0.7,
"tenant_expansion_probability": 0.466
} | {
"annualized_noi_impact_usd": -64236,
"annualized_revenue_impact_usd": -84800,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 90,
"estimated_capex_usd": 651781,
"expansion_capture_probability_post_event": 0.327,
"lease_rate_change_pct": -1.23,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 49.29
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.04
},
{
"action": "escalate_utility_interconnect",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.775,
"capital_availability": 0.619,
"demand_pressure": 0.557,
"entitlement_friction": 0.529,
"labor_shortage": 0.989,
"portfolio_tightness": 0.567,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-103007",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:08:00Z",
"trace_id": "7b9a4ce6-d894-4356-bfc9-7b55f19943ff"
} | {
"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": 8.7,
"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": 0.375,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.367,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.7,
"battery_mwh": 11.44,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 68,
"facility_id": "FAC-650AC6059B",
"grid_service_limit_mw": 20.83,
"gross_sqft": 684383,
"infill_site": false,
"lease_expiry_months": 26,
"occu... | {
"capital_availability": 0.558,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.305,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.644,
"nearby_nodes": 3,
"network_redundancy_score": 0.702,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 126669... | [
{
"appointment_fill_pct": 92.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.8,
"dock_utilization_pct": 84.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"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": 1.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.9,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 1.5,
"rent_growth_90d_pct": 3.81,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -31608,
"annualized_revenue_impact_usd": -49800,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 717547,
"expansion_capture_probability_post_event": 0.41,
"lease_rate_change_pct": 2.13,
"occupancy_shift": -0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.37
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.76
},
{
"action": "shift_overflow_to_satellite... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.44,
"capital_availability": 0.558,
"demand_pressure": 0.59,
"entitlement_friction": 0.644,
"labor_shortage": 0.593,
"portfolio_tightness": 0.492,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-103008",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:03:00Z",
"trace_id": "86ec1c2d-2560-44ea-94e2-8342c6b86a00"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.362,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.378,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.48,
"battery_mwh": 7.59,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 54,
"facility_id": "FAC-DF39CE0A07",
"grid_service_limit_mw": 17.34,
"gross_sqft": 540714,
"infill_site": true,
"lease_expiry_months": 69,
"... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.577,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.081,
"nearby_nodes": 3,
"network_redundancy_score": 0.734,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 89.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.4,
"dock_utilization_pct": 86.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 80.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.831,
"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": 2.07,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.4,
"occupancy_90d": 0.885,
"rent_growth_30d_pct": 1.93,
"rent_growth_90d_pct": 2.6,
"tenant_expansion_probability": 0.523
} | {
"annualized_noi_impact_usd": 4325,
"annualized_revenue_impact_usd": 6243,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 591975,
"expansion_capture_probability_post_event": 0.431,
"lease_rate_change_pct": 1.64,
"occupancy_shift": 0.002,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.27
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.73
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.888,
"capital_availability": 0,
"demand_pressure": 0.704,
"entitlement_friction": 0.081,
"labor_shortage": 0.816,
"portfolio_tightness": 0.469,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-103009",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T07:34:00Z",
"trace_id": "7c048d94-338f-4c6f-9968-cc93e8124dc7"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.434,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.269,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.46,
"battery_mwh": 6.65,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-03329D52C6",
"grid_service_limit_mw": 11.24,
"gross_sqft": 1295630,
"infill_site": true,
"lease_expiry_months": 43,
"oc... | {
"capital_availability": 0.349,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.383,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.517,
"nearby_nodes": 5,
"network_redundancy_score": 0.538,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 55,
"dock_utilization_pct": 87.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.46,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.1,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 2.92,
"rent_growth_90d_pct": 5.38,
"tenant_expansion_probability": 0.676
} | {
"annualized_noi_impact_usd": 412785,
"annualized_revenue_impact_usd": 556953,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 60,
"estimated_capex_usd": 571959,
"expansion_capture_probability_post_event": 0.567,
"lease_rate_change_pct": 3.78,
"occupancy_shift": 0.009,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 49.56
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 42.68
},
{
"action": "secure_pop_up_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.669,
"capital_availability": 0.349,
"demand_pressure": 0.689,
"entitlement_friction": 0.517,
"labor_shortage": 1,
"portfolio_tightness": 0.63,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-103010",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:32:00Z",
"trace_id": "5dcbf035-4dad-4fa7-93eb-a6c3a25accb1"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.444,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.4,
"battery_mwh": 7.88,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-C272B28E5F",
"grid_service_limit_mw": 12.71,
"gross_sqft": 900012,
"infill_site": false,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.551,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.403,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.603,
"nearby_nodes": 3,
"network_redundancy_score": 0.552,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 86.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 68.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.51,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.4,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 2.95,
"rent_growth_90d_pct": 2.01,
"tenant_expansion_probability": 0.669
} | {
"annualized_noi_impact_usd": 199843,
"annualized_revenue_impact_usd": 269443,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 596119,
"expansion_capture_probability_post_event": 0.547,
"lease_rate_change_pct": 1.14,
"occupancy_shift": 0.015,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 54.67
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.73
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.551,
"demand_pressure": 0.623,
"entitlement_friction": 0.603,
"labor_shortage": 0.873,
"portfolio_tightness": 0.672,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-103011",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:38:00Z",
"trace_id": "1b840ba8-04ef-40b1-bb8d-466a11c508df"
} | {
"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": "network_latency",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"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": 0.357,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.8,
"battery_mwh": 11.87,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-910E68A346",
"grid_service_limit_mw": 6.64,
"gross_sqft": 846031,
"infill_site": false,
"lease_expiry_months": 45,
"occu... | {
"capital_availability": 0.359,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.323,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.725,
"nearby_nodes": 4,
"network_redundancy_score": 0.874,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 81.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.9,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 1.28,
"rent_growth_90d_pct": 2.87,
"tenant_expansion_probability": 0.323
} | {
"annualized_noi_impact_usd": -169314,
"annualized_revenue_impact_usd": -262618,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 376112,
"expansion_capture_probability_post_event": 0.239,
"lease_rate_change_pct": -0.13,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.26
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.8
},
{
"action": "defer_noncriti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.359,
"demand_pressure": 0.379,
"entitlement_friction": 0.725,
"labor_shortage": 0.774,
"portfolio_tightness": 0.636,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-103012",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:08:00Z",
"trace_id": "9f0a58e2-867c-4d90-b27d-d072e7834678"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.042,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.393,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.24,
"battery_mwh": 11.65,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 28,
"facility_id": "FAC-9B3551C0E5",
"grid_service_limit_mw": 12.05,
"gross_sqft": 286766,
"infill_site": true,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.086,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.507,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.327,
"nearby_nodes": 2,
"network_redundancy_score": 0.353,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 78.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"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": 2.54,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.6,
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"rent_growth_30d_pct": 0.49,
"rent_growth_90d_pct": 1.4,
"tenant_expansion_probability": 0.153
} | {
"annualized_noi_impact_usd": -126612,
"annualized_revenue_impact_usd": -202860,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 60,
"estimated_capex_usd": 717640,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.76,
"occupancy_shift": -0.023,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.59
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.59
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.546,
"capital_availability": 0.086,
"demand_pressure": 0.263,
"entitlement_friction": 0.327,
"labor_shortage": 1,
"portfolio_tightness": 0.541,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-103013",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T05:22:00Z",
"trace_id": "9cb936da-4c5d-4440-9b7c-9be5e5d12e3d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.203,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.2,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.59,
"battery_mwh": 11.32,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-AD5E763884",
"grid_service_limit_mw": 8.3,
"gross_sqft": 1018316,
"infill_site": false,
"lease_expiry_months": 34,
"oc... | {
"capital_availability": 0.487,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.649,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.69,
"nearby_nodes": 3,
"network_redundancy_score": 0.618,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 194... | [
{
"appointment_fill_pct": 89.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.1,
"dock_utilization_pct": 82,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 74.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"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": "very_high",
"forecas... | {
"build_vs_buy_score": 2.59,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.2,
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"rent_growth_30d_pct": 1.62,
"rent_growth_90d_pct": 4.13,
"tenant_expansion_probability": 0.408
} | {
"annualized_noi_impact_usd": -21850,
"annualized_revenue_impact_usd": -35314,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 732461,
"expansion_capture_probability_post_event": 0.284,
"lease_rate_change_pct": 0.78,
"occupancy_shift": -0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.04
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.82
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.273,
"capital_availability": 0.487,
"demand_pressure": 0.425,
"entitlement_friction": 0.69,
"labor_shortage": 0.921,
"portfolio_tightness": 0.589,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-103014",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:33:00Z",
"trace_id": "7354307c-a470-4ce8-b677-256a3bea78ce"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"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": 0.11,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.064,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.45,
"battery_mwh": 6.4,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 140,
"facility_id": "FAC-80A479FE65",
"grid_service_limit_mw": 14.93,
"gross_sqft": 1401417,
"infill_site": false,
"lease_expiry_months": 21,
"occ... | {
"capital_availability": 0.482,
"cluster_utilization_pct": 0.912,
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"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.489,
"nearby_nodes": 4,
"network_redundancy_score": 0.496,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 78.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 82.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 85.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.3,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.1,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 1.22,
"rent_growth_90d_pct": 2.49,
"tenant_expansion_probability": 0.232
} | {
"annualized_noi_impact_usd": -226450,
"annualized_revenue_impact_usd": -309897,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 756103,
"expansion_capture_probability_post_event": 0.107,
"lease_rate_change_pct": -1.07,
"occupancy_shift": 0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.34
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.58
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.646,
"capital_availability": 0.482,
"demand_pressure": 0.443,
"entitlement_friction": 0.489,
"labor_shortage": 0.757,
"portfolio_tightness": 0.562,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-103015",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:18:00Z",
"trace_id": "e2033ccd-506c-40ee-93d0-c6ea14486126"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.248,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.365,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.61,
"battery_mwh": 11.37,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 57,
"facility_id": "FAC-B83DCD4954",
"grid_service_limit_mw": 15.64,
"gross_sqft": 570889,
"infill_site": true,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.572,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.496,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.104,
"nearby_nodes": 2,
"network_redundancy_score": 0.365,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2100596... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 83.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.8,
"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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"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.2,
"occupancy_90d": 0.878,
"rent_growth_30d_pct": 1.01,
"rent_growth_90d_pct": 0.04,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": -54027,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 741252,
"expansion_capture_probability_post_event": 0.249,
"lease_rate_change_pct": -1.68,
"occupancy_shift": -0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 47.32
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 37.87
},
{
"action": "shift_overflow_to_s... | {
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"demand_pressure": 0.547,
"entitlement_friction": 0.104,
"labor_shortage": 0.846,
"portfolio_tightness": 0.392,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-103016",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:20:00Z",
"trace_id": "f785396c-9fc4-484b-bfbc-31b06d459407"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.14,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.404,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 6.83,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-E8BD798EB1",
"grid_service_limit_mw": 11.83,
"gross_sqft": 784732,
"infill_site": false,
"lease_expiry_months": 47,
"occ... | {
"capital_availability": 0.684,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.645,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.843,
"nearby_nodes": 5,
"network_redundancy_score": 0.539,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.8,
"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... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.911,
"rent_growth_30d_pct": 3.5,
"rent_growth_90d_pct": 5.78,
"tenant_expansion_probability": 0.448... | {
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.39,
"lease_rate_change_pct": 2.09,
"occupancy_shift": 0.012,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.07
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.85
},
{
"action": "defer... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.684,
"demand_pressure": 0.506,
"entitlement_friction": 0.843,
"labor_shortage": 0.704,
"portfolio_tightness": 0.663,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-103017",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:31:00Z",
"trace_id": "c05133c3-4285-4582-967b-bce6ae55fedb"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.199,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.357,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.81,
"battery_mwh": 12.03,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 28,
"facility_id": "FAC-A72BA7562F",
"grid_service_limit_mw": 9.74,
"gross_sqft": 286741,
"infill_site": true,
"lease_expiry_months": 19,
"occu... | {
"capital_availability": 0.59,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.644,
"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.411,
"nearby_nodes": 3,
"network_redundancy_score": 0.828,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 128... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 88.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.2,
"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_pres... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
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"market_entry_score": 79.5,
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"rent_growth_30d_pct": 4.83,
"rent_growth_90d_pct": 4,
"tenant_expansion_probability": 0.541
} | {
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"annualized_revenue_impact_usd": 170544,
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"expansion_capture_probability_post_event": 0.514,
"lease_rate_change_pct": 1.79,
"occupancy_shift": 0.031,
"service_penalty_risk_... | {
"alternative_actions": [
{
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"score": 33.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.64
},
{
"action": "raise_priorit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"demand_pressure": 0.78,
"entitlement_friction": 0.411,
"labor_shortage": 0.822,
"portfolio_tightness": 0.597,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-103018",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T06:36:00Z",
"trace_id": "a6360424-e1f4-4f4d-9943-46364dfd98fc"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"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": 0.446,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.14,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.73,
"battery_mwh": 10.28,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-F0C81BDD4D",
"grid_service_limit_mw": 24.52,
"gross_sqft": 1187128,
"infill_site": false,
"lease_expiry_months": 8,... | {
"capital_availability": 0.668,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.783,
"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.437,
"nearby_nodes": 2,
"network_redundancy_score": 0.463,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 232971... | [
{
"appointment_fill_pct": 95.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 53,
"dock_utilization_pct": 89.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"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": 1.84,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.924,
"rent_growth_30d_pct": 2.56,
"rent_growth_90d_pct": 3.53,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 235923,
"annualized_revenue_impact_usd": 332151,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.583,
"lease_rate_change_pct": 3.12,
"occupancy_shift": 0.026,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 52.29
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 44.02
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.689,
"capital_availability": 0.668,
"demand_pressure": 0.874,
"entitlement_friction": 0.437,
"labor_shortage": 0.766,
"portfolio_tightness": 0.46,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-103019",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T06:02:00Z",
"trace_id": "92f3531e-22ed-48c7-b371-8c2d45255a32"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.003,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.132,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.26,
"battery_mwh": 4.11,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-E055466394",
"grid_service_limit_mw": 6.57,
"gross_sqft": 745039,
"infill_site": true,
"lease_expiry_months": 34,
"... | {
"capital_availability": 0.51,
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"cross_node_rebalancing_capacity_pct": 0.182,
"entitlement_friction": 0.398,
"nearby_nodes": 7,
"network_redundancy_score": 0.348,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 123... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.2,
"dock_utilization_pct": 83.5,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 30.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.645,
"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": 2.92,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.51,
"rent_growth_90d_pct": 3.89,
"tenant_expansion_probability": 0.355
} | {
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.334,
"lease_rate_change_pct": 0.35,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.98
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.15
},
{
"action": "activate_temp_labor",
"reason": ... | {
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"entitlement_friction": 0.398,
"labor_shortage": 0.751,
"portfolio_tightness": 0.728,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-103020",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:24:00Z",
"trace_id": "4786b6b1-cd90-4bfc-94eb-6e1eb524560e"
} | {
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"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"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.276,
"seasonality": 0.82,
"service_level_targe... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-FF07A90F20",
"grid_service_limit_mw": 12.81,
"gross_sqft": 673106,
"infill_site": false,
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... | {
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"network_redundancy_score": 0.702,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.7,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
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"rent_growth_30d_pct": 5.17,
"rent_growth_90d_pct": 3.96,
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} | {
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},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.98
},
{
"action": "rebal... | {
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"labor_shortage": 0.594,
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T06:42:00Z",
"trace_id": "cb992728-f444-41c9-8291-a14354256459"
} | {
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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-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.076,
"seasonality": 0.61,
"service_level_target": ... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"grid_service_limit_mw": 11.97,
"gross_sqft": 376554,
"infill_site": false,
"lease_expiry_months": 15,
... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.471,
"portfolio_cluster": "atlanta_south_atlanta",
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{
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"power_load_pct_of_service_limit": 54.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
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} | {
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.81
},
{
"action": "activate_temp_l... | {
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"p... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-103022",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:44:00Z",
"trace_id": "a639deb7-3054-4e88-a608-1088cbb776d5"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.13,
"seasonality": 0.74,
"service_lev... | {
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 22.45,
"gross_sqft": 1166506,
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... | {
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"network_redundancy_score": 0.876,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 917388,... | [
{
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"power_load_pct_of_service_limit": 48.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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} | {
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"lease_rate_change_pct": -0.94,
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"service_penalty_risk_usd... | {
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{
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},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.06
},
{
"action": "defer_noncrit... | {
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"entitlement_friction": 0.46,
"labor_shortage": 0.816,
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"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-103023",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:44:00Z",
"trace_id": "743d232a-8dae-43d2-b3ac-a0a0ab65cf24"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.258,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 4.41,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 141,
"facility_id": "FAC-1BE9842AC9",
"grid_service_limit_mw": 17.67,
"gross_sqft": 1410172,
"infill_site": false,
"lease_expiry_months": 45,
"oc... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.476,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "TOWER_CORE",
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"power_load_pct_of_service_limit": 81.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.1,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"rent_growth_30d_pct": 2.87,
"rent_growth_90d_pct": 2.74,
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} | {
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"service_penalty_risk_u... | {
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{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.24
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.45
},
{
"action": "offer_preemptive_... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-103024",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:43:00Z",
"trace_id": "1c609ce2-6a1f-4db2-a088-f55a1963b521"
} | {
"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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{
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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": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.127,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"battery_mwh": 8.57,
"building_class": "class_a",
"clear_height_ft": 32,
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"dock_doors": 69,
"facility_id": "FAC-A4871654DC",
"grid_service_limit_mw": 16.16,
"gross_sqft": 693796,
"infill_site": true,
"lease_expiry_months": 31,
"occu... | {
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"network_redundancy_score": 0.75,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 662938,
... | [
{
"appointment_fill_pct": 74,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 80.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.98,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.6,
"occupancy_90d": 0.885,
"rent_growth_30d_pct": 0.09,
"rent_growth_90d_pct": 0.8,
"tenant_expansion_probability": 0.2... | {
"annualized_noi_impact_usd": -69046,
"annualized_revenue_impact_usd": -98826,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 434528,
"expansion_capture_probability_post_event": 0.201,
"lease_rate_change_pct": -1.52,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.56
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.06
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.367,
"capital_availability": 0.096,
"demand_pressure": 0.374,
"entitlement_friction": 0.432,
"labor_shortage": 0.735,
"portfolio_tightness": 0.407,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-103025",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:45:00Z",
"trace_id": "a399f06e-e958-49c8-9965-fcd2fa6a0cde"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.313,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.122,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.31,
"battery_mwh": 1.77,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-108FE61BA3",
"grid_service_limit_mw": 19.48,
"gross_sqft": 769760,
"infill_site": false,
"lease_expiry_months": 53,
"occ... | {
"capital_availability": 0.789,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.708,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.183,
"nearby_nodes": 2,
"network_redundancy_score": 0.518,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 214783... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 85.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 67.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.6,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 1.52,
"rent_growth_90d_pct": 3.98,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 62884,
"annualized_revenue_impact_usd": 85155,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 625773,
"expansion_capture_probability_post_event": 0.394,
"lease_rate_change_pct": 2.55,
"occupancy_shift": 0.013,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.2
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.92
},
{
"action": "secure... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.334,
"capital_availability": 0.789,
"demand_pressure": 0.671,
"entitlement_friction": 0.183,
"labor_shortage": 0.602,
"portfolio_tightness": 0.357,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-103026",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:37:00Z",
"trace_id": "421bab4a-99b0-44d5-b7d1-92f6fec54b9f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.112,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.398,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.81,
"battery_mwh": 7.4,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-E7E800ACAD",
"grid_service_limit_mw": 15.57,
"gross_sqft": 881905,
"infill_site": false,
"lease_expiry_months": 19,
"occu... | {
"capital_availability": 0.24,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.648,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.166,
"nearby_nodes": 6,
"network_redundancy_score": 0.794,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 84,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.8,
"dock_utilization_pct": 80.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.73,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79,
"occupancy_90d": 0.885,
"rent_growth_30d_pct": 0.04,
"rent_growth_90d_pct": 1.85,
"tenant_expansion_probability": 0.271
} | {
"annualized_noi_impact_usd": -78830,
"annualized_revenue_impact_usd": -111368,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 473141,
"expansion_capture_probability_post_event": 0.193,
"lease_rate_change_pct": -0.51,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.02
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.97
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.533,
"capital_availability": 0.24,
"demand_pressure": 0.408,
"entitlement_friction": 0.166,
"labor_shortage": 0.751,
"portfolio_tightness": 0.369,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-103027",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T06:16:00Z",
"trace_id": "b91b40a3-e5d8-4385-b5ef-5c4c28844ff6"
} | {
"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": 8.8,
"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": 0.439,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.208,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.28,
"battery_mwh": 4.89,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-55D6358C38",
"grid_service_limit_mw": 9.12,
"gross_sqft": 1084118,
"infill_site": false,
"lease_expiry_months": 21,
"oc... | {
"capital_availability": 0.251,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.397,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.82,
"nearby_nodes": 4,
"network_redundancy_score": 0.35,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1853... | [
{
"appointment_fill_pct": 82.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.7,
"dock_utilization_pct": 85.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 66.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.2,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 2.63,
"rent_growth_90d_pct": 3.61,
"tenant_expansion_probability": 0.684
} | {
"annualized_noi_impact_usd": 292910,
"annualized_revenue_impact_usd": 442094,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 731842,
"expansion_capture_probability_post_event": 0.557,
"lease_rate_change_pct": 2.14,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 49.36
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.12
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.477,
"capital_availability": 0.251,
"demand_pressure": 0.611,
"entitlement_friction": 0.82,
"labor_shortage": 0.951,
"portfolio_tightness": 0.654,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-103028",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T05:57:00Z",
"trace_id": "6aecd74a-4de7-4ee2-a474-d61a89fdaa99"
} | {
"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": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.048,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.326,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.8,
"battery_mwh": 2.23,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 30,
"facility_id": "FAC-BFDE33BF06",
"grid_service_limit_mw": 21.31,
"gross_sqft": 305057,
"infill_site": true,
"lease_expiry_months": 55,
"occup... | {
"capital_availability": 0.601,
"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.501,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.403,
"nearby_nodes": 2,
"network_redundancy_score": 0.49,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 28.3,
"dock_utilization_pct": 82.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 46.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.642,
"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": 2.23,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.29,
"rent_growth_90d_pct": 3.42,
"tenant_expansion_probability": 0.361
} | {
"annualized_noi_impact_usd": -4439,
"annualized_revenue_impact_usd": -7281,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 427958,
"expansion_capture_probability_post_event": 0.337,
"lease_rate_change_pct": 0.45,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.93
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 27.77
},
{
"action": "rebalance_carrier_m... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.273,
"capital_availability": 0.601,
"demand_pressure": 0.46,
"entitlement_friction": 0.403,
"labor_shortage": 0.553,
"portfolio_tightness": 0.545,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-103029",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:53:00Z",
"trace_id": "a5126196-640b-4d98-8574-4546ecb42246"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": -0.006,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.39,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.54,
"battery_mwh": 3.45,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-50F6730D17",
"grid_service_limit_mw": 25.17,
"gross_sqft": 1122704,
"infill_site": false,
"lease_expiry_months": 11,
"o... | {
"capital_availability": 0.312,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.392,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.634,
"nearby_nodes": 3,
"network_redundancy_score": 0.352,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.2,
"dock_utilization_pct": 83.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 1.03,
"rent_growth_90d_pct": 0.35,
"tenant_expansion_probability": 0.171
} | {
"annualized_noi_impact_usd": -170282,
"annualized_revenue_impact_usd": -278487,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 30,
"estimated_capex_usd": 527326,
"expansion_capture_probability_post_event": 0.079,
"lease_rate_change_pct": -2.91,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.57
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.09
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.866,
"capital_availability": 0.312,
"demand_pressure": 0.506,
"entitlement_friction": 0.634,
"labor_shortage": 0.811,
"portfolio_tightness": 0.56,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-103030",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:49:00Z",
"trace_id": "c0785b12-5d14-4ed2-ba3c-e3f923aa408b"
} | {
"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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.028,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.46,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.5,
"battery_mwh": 8.32,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-D8D743A3A2",
"grid_service_limit_mw": 20.59,
"gross_sqft": 1107745,
"infill_site": false,
"lease_expiry_months": 28,
"oc... | {
"capital_availability": 0.519,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.348,
"cross_node_rebalancing_capacity_pct": 0.066,
"entitlement_friction": 0.528,
"nearby_nodes": 4,
"network_redundancy_score": 0.64,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 290714,... | [
{
"appointment_fill_pct": 94.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 86.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.79,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.8,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 1.31,
"rent_growth_90d_pct": 2.44,
"tenant_expansion_probability": 0.203
} | {
"annualized_noi_impact_usd": -118719,
"annualized_revenue_impact_usd": -167376,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 301410,
"expansion_capture_probability_post_event": 0.134,
"lease_rate_change_pct": -0.48,
"occupancy_shift": 0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.68
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.09
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.625,
"capital_availability": 0.519,
"demand_pressure": 0.736,
"entitlement_friction": 0.528,
"labor_shortage": 0.575,
"portfolio_tightness": 0.393,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-103031",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T06:28:00Z",
"trace_id": "ab2b29e1-e182-4023-b3f9-ef10b538b6c7"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.128,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.04,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.23,
"battery_mwh": 3.78,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-E0FCCD6DF4",
"grid_service_limit_mw": 19.59,
"gross_sqft": 741915,
"infill_site": false,
"lease_expiry_months": 15,
"occ... | {
"capital_availability": 0.745,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.511,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.624,
"nearby_nodes": 7,
"network_redundancy_score": 0.792,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.9,
"dock_utilization_pct": 83.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 36.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.637,
"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": 2.35,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.1,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": 2.76,
"rent_growth_90d_pct": 1.62,
"tenant_expansion_probability": 0.454
... | {
"annualized_noi_impact_usd": 55985,
"annualized_revenue_impact_usd": 89040,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 479593,
"expansion_capture_probability_post_event": 0.428,
"lease_rate_change_pct": -0.41,
"occupancy_shift": 0.034,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.44
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.86
},
{
"action": "defer_noncritica... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.58,
"capital_availability": 0.745,
"demand_pressure": 0.492,
"entitlement_friction": 0.624,
"labor_shortage": 0.666,
"portfolio_tightness": 0.545,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.743,
"id": "FORGE-103032",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:53:00Z",
"trace_id": "57108309-e586-40b8-8f5c-4112df5cb3e2"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"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": 0.311,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.33,
"battery_mwh": 11.37,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-4108BE10DC",
"grid_service_limit_mw": 15.94,
"gross_sqft": 1133051,
"infill_site": true,
"lease_expiry_months": 31,... | {
"capital_availability": 0.055,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.794,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.671,
"nearby_nodes": 6,
"network_redundancy_score": 0.584,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 86.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"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": 1.42,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 0.89,
"rent_growth_90d_pct": 1.58,
"tenant_expansion_probability": 0.521
} | {
"annualized_noi_impact_usd": 142077,
"annualized_revenue_impact_usd": 187705,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 348285,
"expansion_capture_probability_post_event": 0.439,
"lease_rate_change_pct": 0.71,
"occupancy_shift": 0.024,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.99
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 31.82
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.848,
"capital_availability": 0.055,
"demand_pressure": 0.684,
"entitlement_friction": 0.671,
"labor_shortage": 0.75,
"portfolio_tightness": 0.433,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-103033",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T06:55:00Z",
"trace_id": "aec3f69f-5326-4f97-8296-cd3be87d244c"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.058,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.235,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.76,
"battery_mwh": 7.38,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-5ABD485734",
"grid_service_limit_mw": 18.32,
"gross_sqft": 514750,
"infill_site": true,
"lease_expiry_months": 60,
"occu... | {
"capital_availability": 0.657,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.326,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.19,
"nearby_nodes": 8,
"network_redundancy_score": 0.486,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 83,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.4,
"dock_utilization_pct": 86,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.26,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.5,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 2.1,
"rent_growth_90d_pct": 0.73,
"tenant_expansion_probability": 0.236
} | {
"annualized_noi_impact_usd": -50233,
"annualized_revenue_impact_usd": -77512,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 466633,
"expansion_capture_probability_post_event": 0.155,
"lease_rate_change_pct": -1.93,
"occupancy_shift": 0.011,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.02
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.83
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.437,
"capital_availability": 0.657,
"demand_pressure": 0.669,
"entitlement_friction": 0.19,
"labor_shortage": 0.803,
"portfolio_tightness": 0.449,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-103034",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T08:11:00Z",
"trace_id": "1936ad1b-4ee8-44c0-9349-f43222d631de"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.1,
"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": 0.23,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.395,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.41,
"battery_mwh": 11.74,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-E87CE2AFC9",
"grid_service_limit_mw": 15.95,
"gross_sqft": 352291,
"infill_site": true,
"lease_expiry_months": 38,
"occ... | {
"capital_availability": 0.353,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.586,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.116,
"nearby_nodes": 7,
"network_redundancy_score": 0.524,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 84,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 26.2,
"dock_utilization_pct": 80.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 68.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.657,
"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": 2.13,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.4,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 1.96,
"rent_growth_90d_pct": 2.06,
"tenant_expansion_probability": 0.483
} | {
"annualized_noi_impact_usd": 9519,
"annualized_revenue_impact_usd": 14607,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 423072,
"expansion_capture_probability_post_event": 0.449,
"lease_rate_change_pct": 0.76,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.69
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.7
},
{
"action": "monitor_and_stage",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.283,
"capital_availability": 0.353,
"demand_pressure": 0.418,
"entitlement_friction": 0.116,
"labor_shortage": 0.476,
"portfolio_tightness": 0.363,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-103035",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:59:00Z",
"trace_id": "524118b7-9199-4ed4-8ec7-4552e92c5379"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"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": 0.226,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.326,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.75,
"battery_mwh": 9.66,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-3E87744785",
"grid_service_limit_mw": 7.68,
"gross_sqft": 629867,
"infill_site": true,
"lease_expiry_months": 22,
"... | {
"capital_availability": 0.874,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.799,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.492,
"nearby_nodes": 3,
"network_redundancy_score": 0.852,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 183... | [
{
"appointment_fill_pct": 90.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.7,
"dock_utilization_pct": 86.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 63.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.733,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 3.01,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.8,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 5.6,
"rent_growth_90d_pct": 4.89,
"tenant_expansion_probability": 0.569
} | {
"annualized_noi_impact_usd": 215419,
"annualized_revenue_impact_usd": 325954,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 535141,
"expansion_capture_probability_post_event": 0.507,
"lease_rate_change_pct": 1.88,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.9
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.42
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.26,
"capital_availability": 0.874,
"demand_pressure": 0.646,
"entitlement_friction": 0.492,
"labor_shortage": 0.88,
"portfolio_tightness": 0.728,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-103036",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:53:00Z",
"trace_id": "e5adf17c-7e4d-4f5d-8644-e39333b1a398"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.208,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.33,
"battery_mwh": 7.59,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 63,
"facility_id": "FAC-FB5F7FD13A",
"grid_service_limit_mw": 11.32,
"gross_sqft": 638854,
"infill_site": false,
"lease_expiry_months": 56,
"occu... | {
"capital_availability": 0.547,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.561,
"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.43,
"nearby_nodes": 7,
"network_redundancy_score": 0.831,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 23... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 31.3,
"dock_utilization_pct": 82.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 85.5,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 19.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.727,
"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": 1.96,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.9,
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"rent_growth_30d_pct": 2.32,
"rent_growth_90d_pct": 1.09,
"tenant_expansion_probability": 0.431
} | {
"annualized_noi_impact_usd": 8543,
"annualized_revenue_impact_usd": 12478,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 604190,
"expansion_capture_probability_post_event": 0.364,
"lease_rate_change_pct": -0.99,
"occupancy_shift": 0.025,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.43
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.11
},
{
"action": "secure_pop_up_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.547,
"demand_pressure": 0.516,
"entitlement_friction": 0.43,
"labor_shortage": 0.637,
"portfolio_tightness": 0.428,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-103037",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:28:00Z",
"trace_id": "f2a20a80-994d-489a-bcaf-4f8ad5384239"
} | {
"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": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.061,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.293,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.25,
"battery_mwh": 1.27,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-4A537AE259",
"grid_service_limit_mw": 23.76,
"gross_sqft": 1303417,
"infill_site": false,
"lease_expiry_months": 24,
"o... | {
"capital_availability": 0.595,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.267,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.094,
"nearby_nodes": 3,
"network_redundancy_score": 0.431,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.8,
"dock_utilization_pct": 84.1,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 55.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.5,
"shift_fill_rate_pct":... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.696,
"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": 2.8,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 91.3,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 4.21,
"rent_growth_90d_pct": 6.01,
"tenant_expansion_probability": 0.361
} | {
"annualized_noi_impact_usd": 79761,
"annualized_revenue_impact_usd": 123093,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 406330,
"expansion_capture_probability_post_event": 0.326,
"lease_rate_change_pct": 2.11,
"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 29.91
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.21
},
{
"action": "ac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.075,
"capital_availability": 0.595,
"demand_pressure": 0.553,
"entitlement_friction": 0.094,
"labor_shortage": 0.746,
"portfolio_tightness": 0.521,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.734,
"id": "FORGE-103038",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:22:00Z",
"trace_id": "1b9319eb-15b3-4140-8027-e2780a297419"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.327,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.275,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.46,
"battery_mwh": 0.77,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-FF413E2911",
"grid_service_limit_mw": 22.45,
"gross_sqft": 943813,
"infill_site": true,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.762,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.589,
"nearby_nodes": 8,
"network_redundancy_score": 0.627,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1654692,... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.4,
"dock_utilization_pct": 90.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 32.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.697,
"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": 2.12,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.3,
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"rent_growth_30d_pct": 4.35,
"rent_growth_90d_pct": 5.51,
"tenant_expansion_probability": 0.665
} | {
"annualized_noi_impact_usd": 292753,
"annualized_revenue_impact_usd": 435079,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 349662,
"expansion_capture_probability_post_event": 0.641,
"lease_rate_change_pct": 4.16,
"occupancy_shift": 0.04,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.53
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 31.39
},
{
"action": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.568,
"capital_availability": 0.2,
"demand_pressure": 0.889,
"entitlement_friction": 0.589,
"labor_shortage": 0.575,
"portfolio_tightness": 0.488,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-103039",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:31:00Z",
"trace_id": "ce975129-1238-48ac-b09e-950cb03f2ab6"
} | {
"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": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.253,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.108,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.65,
"battery_mwh": 3.71,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-53493AE082",
"grid_service_limit_mw": 18.81,
"gross_sqft": 1131415,
"infill_site": false,
"lease_expiry_months": 26,
"o... | {
"capital_availability": 0.692,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.719,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.372,
"nearby_nodes": 7,
"network_redundancy_score": 0.324,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 104381... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.8,
"dock_utilization_pct": 88.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 34.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.696,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.36,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 86.1,
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"rent_growth_30d_pct": 4.61,
"rent_growth_90d_pct": 3.92,
"tenant_expansion_probability": 0.609
} | {
"annualized_noi_impact_usd": 215245,
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"decision_horizon_days": 90,
"estimated_capex_usd": 377708,
"expansion_capture_probability_post_event": 0.59,
"lease_rate_change_pct": 2.42,
"occupancy_shift": 0.044,
"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 33.73
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.92
},
{
"action": "lock_power_ca... | {
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"entitlement_friction": 0.372,
"labor_shortage": 0.695,
"portfolio_tightness": 0.5,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-103040",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:38:00Z",
"trace_id": "bedb26f8-6717-4d9f-b1ab-4e2f60299ac4"
} | {
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"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.219,
"seasonality": 0.74,
"service_level... | {
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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": 11.18,
"gross_sqft": 960642,
"infill_site": false,
"lease_expiry_months": 10,
"... | {
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"entitlement_friction": 0.245,
"nearby_nodes": 4,
"network_redundancy_score": 0.503,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1528595... | [
{
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"power_load_pct_of_service_limit": 48.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
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"forecas... | {
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} | {
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"lease_rate_change_pct": 1.98,
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"service_penalty_risk_us... | {
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"score": 40.19
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.25
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.538,
"entitlement_friction": 0.245,
"labor_shortage": 0.976,
"portfolio_tightness": 0.701,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-103041",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:30:00Z",
"trace_id": "301f77ae-b6c1-4e6a-ac57-877e027460f8"
} | {
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"highway_access_score": 0.91,
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.266,
"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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"facility_id": "FAC-9D1B56EEC5",
"grid_service_limit_mw": 14.77,
"gross_sqft": 199932,
"infill_site": true,
"lease_expiry_months": 9,
"... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.692,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 9601... | [
{
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"power_load_pct_of_service_limit": 52.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.3,
"shift_... | {
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"confidence_band": "very_high",
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} | {
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"lease_rate_change_pct": 3.1,
"occupancy_shift": 0.019,
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{
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"score": 54.29
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 39.4
},
{
"action": "es... | {
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"labor_shortage": 0.795,
"portfolio_tightness": 0.451,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-103042",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:57:00Z",
"trace_id": "47608154-ed53-45da-b549-298d317f7f9a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.332,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.72,
"battery_mwh": 9.18,
"building_class": "class_a",
"clear_height_ft": 40,
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"dock_doors": 24,
"facility_id": "FAC-AA058EE25D",
"grid_service_limit_mw": 20.52,
"gross_sqft": 180724,
"infill_site": false,
"lease_expiry_months": 47,
"occ... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.767,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 81.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 66.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_rat... | {
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"confidence_band": "moderate",
"for... | {
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"rent_growth_30d_pct": 1.13,
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} | {
"annualized_noi_impact_usd": -26792,
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"lease_rate_change_pct": -1.37,
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"service_penalty_ris... | {
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{
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"score": 28.22
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 27.11
},
{
"action": "sec... | {
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"labor_shortage": 0.695,
"portfolio_tightness": 0.504,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-103043",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:29:00Z",
"trace_id": "1a20e3e8-4615-446d-a8f7-17fdc50674b7"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.259,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 7.67,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-E12EBA47C0",
"grid_service_limit_mw": 20.94,
"gross_sqft": 298767,
"infill_site": true,
"lease_expiry_months": 29,
"occu... | {
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"network_redundancy_score": 0.516,
"portfolio_cluster": "chicago_joliet",
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... | [
{
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"power_load_pct_of_service_limit": 46.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"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": "very_high",
"forecast_pre... | {
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... | {
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{
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"score": 34.73
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.04
},
{
"action": "activate_temp_labor",
"reason": ... | {
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"labor_shortage": 0.635,
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"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-103044",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:10:00Z",
"trace_id": "de515364-ede8-47f8-a790-c45547aaa1aa"
} | {
"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"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.088,
"seasonality": 0.74,
"service_level... | {
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"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-2519231869",
"grid_service_limit_mw": 10.45,
"gross_sqft": 954175,
"infill_site": false,
"lease_expiry_months": 43,
"occ... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.326,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 86,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 35.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"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": 2.3,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.7,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 2.24,
"rent_growth_90d_pct": 4.39,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 153694,
"annualized_revenue_impact_usd": 227948,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 397191,
"expansion_capture_probability_post_event": 0.408,
"lease_rate_change_pct": 1.94,
"occupancy_shift": 0.02,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.06
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 34.71
},
{
"action": "secure_po... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.883,
"capital_availability": 0.017,
"demand_pressure": 0.615,
"entitlement_friction": 0.69,
"labor_shortage": 1,
"portfolio_tightness": 0.653,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-103045",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:35:00Z",
"trace_id": "1db1b8fb-b778-4346-a4c9-207024fd0647"
} | {
"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": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.005,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.261,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.41,
"battery_mwh": 10.43,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-57A04DF19E",
"grid_service_limit_mw": 15.5,
"gross_sqft": 524599,
"infill_site": false,
"lease_expiry_months": 71,
"occ... | {
"capital_availability": 0.187,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.397,
"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.497,
"nearby_nodes": 4,
"network_redundancy_score": 0.717,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.8,
"dock_utilization_pct": 79.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.741,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.6,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.3,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": -0.89,
"rent_growth_90d_pct": 1.5,
"tenant_expansion_probability": 0.147
} | {
"annualized_noi_impact_usd": -39010,
"annualized_revenue_impact_usd": -56024,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 406682,
"expansion_capture_probability_post_event": 0.057,
"lease_rate_change_pct": -1.96,
"occupancy_shift": -0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.2
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.76
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.536,
"capital_availability": 0.187,
"demand_pressure": 0.333,
"entitlement_friction": 0.497,
"labor_shortage": 0.806,
"portfolio_tightness": 0.35,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-103046",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:50:00Z",
"trace_id": "eda83e8c-0ccb-427c-bf6d-a24023e853a8"
} | {
"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": "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": false,
"growth_rate": 0.267,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.125,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.68,
"battery_mwh": 0.36,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-218FBE9A0E",
"grid_service_limit_mw": 12.37,
"gross_sqft": 384331,
"infill_site": true,
"lease_expiry_months": 8,
"occup... | {
"capital_availability": 0.226,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.711,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.396,
"nearby_nodes": 6,
"network_redundancy_score": 0.627,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 200... | [
{
"appointment_fill_pct": 90.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 82.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"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": 2.41,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.888,
"rent_growth_30d_pct": 1.3,
"rent_growth_90d_pct": 3.87,
"tenant_expansion_probability": 0.433
} | {
"annualized_noi_impact_usd": -32891,
"annualized_revenue_impact_usd": -52332,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 724292,
"expansion_capture_probability_post_event": 0.316,
"lease_rate_change_pct": 1.25,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.21
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.68
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.226,
"demand_pressure": 0.455,
"entitlement_friction": 0.396,
"labor_shortage": 0.943,
"portfolio_tightness": 0.571,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-103047",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T05:57:00Z",
"trace_id": "3e668188-6c24-4639-afac-e433fd7f9024"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.01,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.246,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 3.89,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 25,
"facility_id": "FAC-396B56F726",
"grid_service_limit_mw": 8.36,
"gross_sqft": 257202,
"infill_site": true,
"lease_expiry_months": 37,
"o... | {
"capital_availability": 0.467,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.332,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.274,
"nearby_nodes": 5,
"network_redundancy_score": 0.609,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 70... | [
{
"appointment_fill_pct": 79.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 79.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.8,
"shift_fill_ra... | {
"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": "very_high",
"for... | {
"build_vs_buy_score": 2.44,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.6,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": 1.1,
"rent_growth_90d_pct": 2.14,
"tenant_expansion_probability": 0.117
} | {
"annualized_noi_impact_usd": -154441,
"annualized_revenue_impact_usd": -215453,
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"estimated_capex_usd": 605484,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.36,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.82
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.04
},
{
"action": "re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.891,
"capital_availability": 0.467,
"demand_pressure": 0.28,
"entitlement_friction": 0.274,
"labor_shortage": 1,
"portfolio_tightness": 0.66,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-103048",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:12:00Z",
"trace_id": "e089bd06-355d-4b02-8e9b-755255ccc7a9"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"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": 0.04,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.046,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.39,
"battery_mwh": 1.43,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 60,
"facility_id": "FAC-62EF93A23D",
"grid_service_limit_mw": 17.87,
"gross_sqft": 604619,
"infill_site": true,
"lease_expiry_months": 34,
"occup... | {
"capital_availability": 0.253,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.518,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.176,
"nearby_nodes": 6,
"network_redundancy_score": 0.649,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 339751,... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 80.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 81,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.93,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
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"market_entry_score": 83.6,
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"rent_growth_30d_pct": 0.23,
"rent_growth_90d_pct": 0.37,
"tenant_expansion_probability": 0.161
} | {
"annualized_noi_impact_usd": -41731,
"annualized_revenue_impact_usd": -70507,
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"decision_horizon_days": 45,
"estimated_capex_usd": 630856,
"expansion_capture_probability_post_event": 0.064,
"lease_rate_change_pct": -2.66,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.34
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 27.85
},
{
"action": "shift_overflow_to_satelli... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.635,
"capital_availability": 0.253,
"demand_pressure": 0.398,
"entitlement_friction": 0.176,
"labor_shortage": 0.829,
"portfolio_tightness": 0.417,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-103049",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:27:00Z",
"trace_id": "a9c9981f-6e2a-4288-ab3b-dff2991a90ca"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": -0.018,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.158,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.45,
"battery_mwh": 11.14,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 78,
"facility_id": "FAC-ABDA5FF5E7",
"grid_service_limit_mw": 9.34,
"gross_sqft": 780191,
"infill_site": true,
"lease_expiry_months": 24,
"... | {
"capital_availability": 0.758,
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"entitlement_friction": 0.761,
"nearby_nodes": 3,
"network_redundancy_score": 0.473,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.1,
"dock_utilization_pct": 78.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.9,
"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": "high",
"forecas... | {
"build_vs_buy_score": 2.59,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.7,
"occupancy_90d": 0.869,
"rent_growth_30d_pct": 1.29,
"rent_growth_90d_pct": 1.89,
"tenant_expansion_probability": 0.163
} | {
"annualized_noi_impact_usd": -425007,
"annualized_revenue_impact_usd": -644402,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 708673,
"expansion_capture_probability_post_event": 0.025,
"lease_rate_change_pct": -2.72,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 35.32
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.27
},
{
"action": "activate_temp_labor",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.758,
"demand_pressure": 0.212,
"entitlement_friction": 0.761,
"labor_shortage": 0.858,
"portfolio_tightness": 0.706,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-103050",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T06:50:00Z",
"trace_id": "4f8c4be6-66e7-44fc-ab3e-9b59f68067ab"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"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": 0.158,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.451,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.56,
"battery_mwh": 10.7,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-89F2F9D741",
"grid_service_limit_mw": 10.96,
"gross_sqft": 1237143,
"infill_site": false,
"lease_expiry_months": 68,
"o... | {
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"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.464,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.179,
"nearby_nodes": 3,
"network_redundancy_score": 0.498,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 79.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 66,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_fill_rate_pc... | {
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"anomaly_score": 0.777,
"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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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.9,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": -0.2,
"rent_growth_90d_pct": -0.59,
"tenant_expansion_probability": 0.306
} | {
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"annualized_revenue_impact_usd": -340542,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 660912,
"expansion_capture_probability_post_event": 0.205,
"lease_rate_change_pct": -2.65,
"occupancy_shift": -0.017,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.18
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.88
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.333,
"entitlement_friction": 0.179,
"labor_shortage": 1,
"portfolio_tightness": 0.395,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-103051",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:08:00Z",
"trace_id": "6fefa17f-984c-4310-8c96-e9eb83044455"
} | {
"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",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.382,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.093,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.51,
"battery_mwh": 2.68,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-CB8995C7A1",
"grid_service_limit_mw": 20.19,
"gross_sqft": 452405,
"infill_site": false,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.681,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.398,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.274,
"nearby_nodes": 7,
"network_redundancy_score": 0.83,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 86.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 2.63,
"rent_growth_90d_pct": 2.12,
"tenant_expansion_probability": 0.593
} | {
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"estimated_capex_usd": 488828,
"expansion_capture_probability_post_event": 0.502,
"lease_rate_change_pct": 1.59,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
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"reason": "capture_growth,tenant_lock_in",
"score": 41.96
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.32
},
{
... | {
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"capital_availability": 0.681,
"demand_pressure": 0.671,
"entitlement_friction": 0.274,
"labor_shortage": 0.677,
"portfolio_tightness": 0.546,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-103052",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:00:00Z",
"trace_id": "868c18d5-e966-49a8-9572-44443b3ebf2f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.223,
"seasonality": 0.74,
"servic... | {
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"battery_mwh": 5.33,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-00A4900FD3",
"grid_service_limit_mw": 13.2,
"gross_sqft": 1187517,
"infill_site": false,
"lease_expiry_months": 49,
"occ... | {
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"entitlement_friction": 0.088,
"nearby_nodes": 7,
"network_redundancy_score": 0.734,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1268918... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 84.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.7,
"shift_fill_ra... | {
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"anomaly_score": 0.671,
"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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"market_entry_score": 88.3,
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"rent_growth_30d_pct": 4.35,
"rent_growth_90d_pct": 4.94,
"tenant_expansion_probability": 0.405
} | {
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"annualized_revenue_impact_usd": 160860,
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"expansion_capture_probability_post_event": 0.388,
"lease_rate_change_pct": 1.84,
"occupancy_shift": 0.027,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 29.19
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.49
},
{
"action": "activate_temp_labor",
"reason... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.088,
"labor_shortage": 0.691,
"portfolio_tightness": 0.507,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-103053",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:12:00Z",
"trace_id": "0e6c6b0e-b932-43ef-bc4a-8b7d00de4802"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.128,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 2.78,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-DE36B63A19",
"grid_service_limit_mw": 14.59,
"gross_sqft": 639731,
"infill_site": false,
"lease_expiry_months": 15,
"occ... | {
"capital_availability": 0.2,
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"entitlement_friction": 0.294,
"nearby_nodes": 6,
"network_redundancy_score": 0.795,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 86,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.6,
"dock_utilization_pct": 83.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 62.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 13.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.704,
"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": 2.78,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.9,
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"rent_growth_30d_pct": 3.76,
"rent_growth_90d_pct": 3.65,
"tenant_expansion_probability": 0.461
} | {
"annualized_noi_impact_usd": 58870,
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"expansion_capture_probability_post_event": 0.412,
"lease_rate_change_pct": 0.94,
"occupancy_shift": 0.024,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.2
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.18
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.502,
"entitlement_friction": 0.294,
"labor_shortage": 0.797,
"portfolio_tightness": 0.634,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-103054",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T06:49:00Z",
"trace_id": "0bc9172c-7395-45ba-bf63-d392a052ffdc"
} | {
"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": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.146,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.134,
"seasonality": 0.49,
"service_level_target": ... | {
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"battery_mwh": 12.43,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 112,
"facility_id": "FAC-EF5B2D5F8B",
"grid_service_limit_mw": 23.15,
"gross_sqft": 1127241,
"infill_site": false,
"lease_expiry_months": 70,
"o... | {
"capital_availability": 0.529,
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"cross_node_rebalancing_capacity_pct": 0.181,
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"nearby_nodes": 8,
"network_redundancy_score": 0.393,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 81.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.4,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.889,
"rent_growth_30d_pct": 0.25,
"rent_growth_90d_pct": 1.27,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": -398100,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 90,
"estimated_capex_usd": 743768,
"expansion_capture_probability_post_event": 0.122,
"lease_rate_change_pct": -1.88,
"occupancy_shift": -0.001,
"service_penalty_r... | {
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{
"action": "secure_pop_up_capacity",
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"score": 38.09
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.24
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
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"entitlement_friction": 0.692,
"labor_shortage": 0.793,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-103055",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T05:52:00Z",
"trace_id": "45577504-feb9-4f3a-9bde-d4828071c12e"
} | {
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"environment": "production_portfolio",
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
"class": "Network_Optimization",
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"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"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.186,
"seasonality": 0.74,
"service_le... | {
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"battery_mwh": 12.4,
"building_class": "class_a",
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"cold_storage_enabled": false,
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"facility_id": "FAC-FE15B89833",
"grid_service_limit_mw": 10.3,
"gross_sqft": 918056,
"infill_site": true,
"lease_expiry_months": 44,
"occup... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.593,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 88.6,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11,
"shift_fi... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"rent_growth_30d_pct": 2.87,
"rent_growth_90d_pct": 4.2,
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} | {
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"lease_rate_change_pct": 3.55,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
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{
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"score": 27.01
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.76
},
{
"action": "shift_overflow_to_satellite",
... | {
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"demand_pressure": 0.846,
"entitlement_friction": 0.637,
"labor_shortage": 0.729,
"portfolio_tightness": 0.301,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-103056",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:28:00Z",
"trace_id": "736e7c7d-ff25-4d95-8abf-c1af6f918e72"
} | {
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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": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
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"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"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.239,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-5219C59C0E",
"grid_service_limit_mw": 11.44,
"gross_sqft": 801770,
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"lease_expiry_months": 34,
... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.543,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14... | [
{
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"dock_utilization_pct": 83.6,
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"power_load_pct_of_service_limit": 49.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.6,
"shift_f... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"rent_growth_90d_pct": 6.31,
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} | {
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"lease_rate_change_pct": 2.3,
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"service_penalty_risk_us... | {
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},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.24
},
{
"action": "rebalance_carrie... | {
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"labor_shortage": 0.88,
"portfolio_tightness": 0.618,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-103057",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:32:00Z",
"trace_id": "cd70cab3-85bb-4817-8b73-5b9a71792bce"
} | {
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"market": "Chicago",
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.129,
"seasonality": 0.82,
"service_level_targe... | {
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"building_class": "class_a",
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"facility_id": "FAC-9744FB70ED",
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"gross_sqft": 1033922,
"infill_site": false,
"lease_expiry_months": 20,
"oc... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.386,
"portfolio_cluster": "chicago_joliet",
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{
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"power_load_pct_of_service_limit": 50.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_rate_p... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"rent_growth_30d_pct": 1.94,
"rent_growth_90d_pct": 3.84,
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} | {
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"lease_rate_change_pct": 1.4,
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"service_penalty_risk_usd... | {
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{
"action": "secure_pop_up_capacity",
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"score": 40.2
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.93
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
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"labor_shortage": 0.75,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-103058",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T06:01:00Z",
"trace_id": "54ddff63-cb5a-4c6c-9443-2d5f7f46fa34"
} | {
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"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.242,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"facility_id": "FAC-35E65405E7",
"grid_service_limit_mw": 22.27,
"gross_sqft": 483407,
"infill_site": false,
"lease_expiry_months": 22,
"occ... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.339,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 88.6,
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"power_load_pct_of_service_limit": 41.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"capacity_risk_band": "severe",
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"rent_growth_30d_pct": 3.57,
"rent_growth_90d_pct": 3.15,
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} | {
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"service_penalty_risk_usd... | {
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{
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"score": 42.37
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.03
},
{
"action": "secure_pop_up... | {
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"labor_shortage": 0.913,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-103059",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:42:00Z",
"trace_id": "4439f37a-d2e6-4960-82be-6f1dfc5617e5"
} | {
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"environment": "production_portfolio",
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.384,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 7.5,
"building_class": "class_a",
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"cold_storage_enabled": true,
"dock_doors": 118,
"facility_id": "FAC-5CD426CC98",
"grid_service_limit_mw": 19.66,
"gross_sqft": 1183633,
"infill_site": false,
"lease_expiry_months": 46,
"occu... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.547,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"dock_utilization_pct": 79.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"rent_growth_90d_pct": 1.23,
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"lease_rate_change_pct": -1.48,
"occupancy_shift": -0.018,
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"score": 35.84
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.01
},
{
"action": "rebalance_carrier_m... | {
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"labor_shortage": 0.689,
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"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-103060",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:06:00Z",
"trace_id": "63a70219-110f-4fd2-be92-39fc10dbcf2f"
} | {
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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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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.104,
"seasonality": 0.74,
"service_... | {
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"grid_service_limit_mw": 15.26,
"gross_sqft": 526640,
"infill_site": true,
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... | {
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"network_redundancy_score": 0.769,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"power_load_pct_of_service_limit": 46.1,
"reefer_temp_delta_c": 0.15,
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"shift_fill_rat... | {
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"forecast... | {
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"rent_growth_30d_pct": 3.31,
"rent_growth_90d_pct": 2.01,
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"service_penalty_risk_usd... | {
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{
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},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.99
},
{
"action": "dep... | {
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-103061",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:18:00Z",
"trace_id": "f4d22a89-c7a1-4507-bf88-72db840038ad"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-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": "high",
"risk_of_churn": 0.4,
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"service_l... | {
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"grid_service_limit_mw": 16.1,
"gross_sqft": 1086210,
"infill_site": false,
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... | {
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"portfolio_cluster": "phoenix_west_valley",
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{
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"power_load_pct_of_service_limit": 64.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill... | {
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"confidence_band": "moderate",
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} | {
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{
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"score": 33.39
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29
},
{
"action": "shift_overflow_to... | {
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-103062",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:30:00Z",
"trace_id": "ce19e153-156a-4916-9611-fa54d711b1e9"
} | {
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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",
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},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"gross_sqft": 576209,
"infill_site": true,
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"nearby_nodes": 3,
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"portfolio_cluster": "atlanta_south_atlanta",
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{
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"power_load_pct_of_service_limit": 76.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.6,
"shift_fi... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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} | {
"annualized_noi_impact_usd": -12025,
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"lease_rate_change_pct": 0.1,
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"service_penalty_risk_us... | {
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{
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"score": 58.67
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 42.77
},
{
"action": "activate_temp_la... | {
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"labor_shortage": 0.775,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-103063",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:15:00Z",
"trace_id": "89e1c212-587d-4b20-a767-210046b24420"
} | {
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"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
"class": "Tenant_Expansion_Pressure",
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.194,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"facility_id": "FAC-F714E60041",
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"gross_sqft": 636650,
"infill_site": false,
"lease_expiry_months": 69,
"occu... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.805,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 18... | [
{
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"dock_utilization_pct": 87.4,
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"power_load_pct_of_service_limit": 43.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"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": "moderate",
"forecas... | {
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"capacity_risk_band": "high",
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"rent_growth_30d_pct": 3.03,
"rent_growth_90d_pct": 2.41,
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} | {
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{
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"score": 39.76
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.21
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.702,
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"labor_shortage": 0.979,
"portfolio_tightness": 0.608,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-103064",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:33:00Z",
"trace_id": "d5447ad9-24cd-43e2-9002-6419e60c05a6"
} | {
"airport_proximity_km": 28,
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"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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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": 0.459,
"seasonality": 0.33,
"se... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-74E3E93645",
"grid_service_limit_mw": 15.92,
"gross_sqft": 1073127,
"infill_site": true,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.368,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.449,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.698,
"nearby_nodes": 3,
"network_redundancy_score": 0.414,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 91.9,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 87.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.55,
"rent_growth_90d_pct": 1.42,
"tenant_expansion_probability": 0.398
} | {
"annualized_noi_impact_usd": -41488,
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"decision_horizon_days": 30,
"estimated_capex_usd": 565996,
"expansion_capture_probability_post_event": 0.294,
"lease_rate_change_pct": -0.35,
"occupancy_shift": 0,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 35.38
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.73
},
{
"action": "secure_p... | {
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"demand_pressure": 0.749,
"entitlement_friction": 0.698,
"labor_shortage": 0.641,
"portfolio_tightness": 0.48,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-103065",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:48:00Z",
"trace_id": "231acc2e-279b-4194-9b46-7d42c83f3d1d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.48,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 2.84,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-FEE2A601E0",
"grid_service_limit_mw": 12.28,
"gross_sqft": 791446,
"infill_site": false,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.291,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.412,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.311,
"nearby_nodes": 2,
"network_redundancy_score": 0.642,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 5... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 81.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.879,
"rent_growth_30d_pct": 1.39,
"rent_growth_90d_pct": 2.37,
"tenant_expansion_probability": 0.286
} | {
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"expansion_capture_probability_post_event": 0.211,
"lease_rate_change_pct": -0.41,
"occupancy_shift": -0.012,
"service_penalty_ri... | {
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{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.91
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.13
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.731,
"portfolio_tightness": 0.51,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-103066",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:55:00Z",
"trace_id": "65a12f38-9a73-4a59-a71e-dd8ad4a23d07"
} | {
"airport_proximity_km": 28,
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"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.395,
"seasonality": 0.33,
"servic... | {
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"battery_mwh": 4.43,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-2BC497E74E",
"grid_service_limit_mw": 19.2,
"gross_sqft": 469155,
"infill_site": false,
"lease_expiry_months": 43,
"occu... | {
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"cluster_utilization_pct": 0.962,
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"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.579,
"nearby_nodes": 5,
"network_redundancy_score": 0.312,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 80.6,
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"power_load_pct_of_service_limit": 79.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_f... | {
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"confidence_band": "very_high",
"forecas... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 0.35,
"rent_growth_90d_pct": 1.99,
"tenant_expansion_probability": 0... | {
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"expansion_capture_probability_post_event": 0.128,
"lease_rate_change_pct": -1.26,
"occupancy_shift": -0.018,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.04
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.03
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0,
"demand_pressure": 0.362,
"entitlement_friction": 0.579,
"labor_shortage": 0.761,
"portfolio_tightness": 0.535,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-103067",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:17:00Z",
"trace_id": "81b114f2-56b8-4412-9239-58aa2778e409"
} | {
"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",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.328,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 1.36,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 69,
"facility_id": "FAC-A0FEA1342A",
"grid_service_limit_mw": 16.66,
"gross_sqft": 696760,
"infill_site": false,
"lease_expiry_months": 9,
"occup... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.673,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 162... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 88.3,
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"power_load_pct_of_service_limit": 79.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.6,
"shift_fill_rat... | {
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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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"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.942,
"rent_growth_30d_pct": 3.42,
"rent_growth_90d_pct": 5.91,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 61728,
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"expansion_capture_probability_post_event": 0.41,
"lease_rate_change_pct": 3.02,
"occupancy_shift": 0.027,
"service_penalty_risk_usd... | {
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{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.08
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.55
},
{
"action": "rebal... | {
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"capital_availability": 0.2,
"demand_pressure": 0.795,
"entitlement_friction": 0.518,
"labor_shortage": 0.571,
"portfolio_tightness": 0.431,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-103068",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:45:00Z",
"trace_id": "7541d5b4-fb8b-446d-a340-12aaa067b808"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.478,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 1.59,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-D52B40C044",
"grid_service_limit_mw": 18.85,
"gross_sqft": 902943,
"infill_site": true,
"lease_expiry_months": 36,
"... | {
"capital_availability": 0.598,
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"nearby_nodes": 7,
"network_redundancy_score": 0.579,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 77.7,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"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": "very_high",
"forecas... | {
"build_vs_buy_score": 2.06,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.8,
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"rent_growth_30d_pct": 0.76,
"rent_growth_90d_pct": 0.1,
"tenant_expansion_probability": 0.127
} | {
"annualized_noi_impact_usd": -310959,
"annualized_revenue_impact_usd": -422955,
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"expansion_capture_probability_post_event": 0.028,
"lease_rate_change_pct": -3.26,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.34
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.2
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.456,
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"labor_shortage": 0.865,
"portfolio_tightness": 0.494,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-103069",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:56:00Z",
"trace_id": "72c33a4c-946a-40f0-b3af-40c36574342b"
} | {
"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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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.068,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.374,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.72,
"battery_mwh": 11.8,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-A0A31A36A1",
"grid_service_limit_mw": 12.23,
"gross_sqft": 1265818,
"infill_site": true,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.562,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.761,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.755,
"nearby_nodes": 2,
"network_redundancy_score": 0.665,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 54.6,
"dock_utilization_pct": 87.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.2,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 1.95,
"rent_growth_90d_pct": 1.05,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": -450170,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 30,
"estimated_capex_usd": 614799,
"expansion_capture_probability_post_event": 0.121,
"lease_rate_change_pct": -2.51,
"occupancy_shift": 0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.61
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.07
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.562,
"demand_pressure": 0.711,
"entitlement_friction": 0.755,
"labor_shortage": 0.978,
"portfolio_tightness": 0.553,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-103070",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:26:00Z",
"trace_id": "e86a7798-d416-4580-af91-afa529938b41"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.011,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.383,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.21,
"battery_mwh": 12.09,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-AB20ED438D",
"grid_service_limit_mw": 12.68,
"gross_sqft": 849099,
"infill_site": true,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.601,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.51,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.309,
"nearby_nodes": 2,
"network_redundancy_score": 0.373,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 108... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 77.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 68,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"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": "high",
"forecast... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.3,
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"rent_growth_30d_pct": 1.13,
"rent_growth_90d_pct": 0.63,
"tenant_expansion_probability": 0.188
} | {
"annualized_noi_impact_usd": -268157,
"annualized_revenue_impact_usd": -458326,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 599216,
"expansion_capture_probability_post_event": 0.088,
"lease_rate_change_pct": -2.62,
"occupancy_shift": -0.022,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 31.56
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.74
},
{
"action": "depl... | {
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"capital_availability": 0.601,
"demand_pressure": 0.191,
"entitlement_friction": 0.309,
"labor_shortage": 0.715,
"portfolio_tightness": 0.625,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-103071",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T06:58:00Z",
"trace_id": "91889ad9-b957-40e5-9d48-19be3bcb65b7"
} | {
"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": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.251,
"seasonality": 0.74,
"service_level_t... | {
"automation_penetration": 0.75,
"battery_mwh": 10.2,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-A4E605E8DE",
"grid_service_limit_mw": 18.44,
"gross_sqft": 677838,
"infill_site": false,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.414,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.767,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.323,
"nearby_nodes": 5,
"network_redundancy_score": 0.56,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 648151,... | [
{
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"dock_utilization_pct": 88,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 38.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 12,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 4.39,
"rent_growth_90d_pct": 5.27,
"tenant_expansion_probability": 0.692
} | {
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"expansion_capture_probability_post_event": 0.681,
"lease_rate_change_pct": 4.51,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 28.07
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.05
},
{
"action": "monitor_and_stage",
"... | {
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"capital_availability": 0.414,
"demand_pressure": 0.768,
"entitlement_friction": 0.323,
"labor_shortage": 0.446,
"portfolio_tightness": 0.478,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-103072",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:32:00Z",
"trace_id": "7b9cad37-717e-442f-ad0b-910830331b6b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
"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": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.154,
"seasonality": 0.33,
"service... | {
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"battery_mwh": 11.24,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-C23DD0E5EF",
"grid_service_limit_mw": 15.58,
"gross_sqft": 752909,
"infill_site": true,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.362,
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"competitive_pressure_score": 0.479,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.425,
"nearby_nodes": 7,
"network_redundancy_score": 0.592,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 85,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 64.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.59,
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 81,
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"rent_growth_30d_pct": 1.08,
"rent_growth_90d_pct": 3.51,
"tenant_expansion_probability": 0.525
} | {
"annualized_noi_impact_usd": 46116,
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"expansion_capture_probability_post_event": 0.419,
"lease_rate_change_pct": 1.75,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.6
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.46
},
{
"... | {
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"demand_pressure": 0.614,
"entitlement_friction": 0.425,
"labor_shortage": 1,
"portfolio_tightness": 0.466,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-103073",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:37:00Z",
"trace_id": "e926f8f2-4c84-4863-8c63-0102621fe62e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.1,
"seasonality": 0.33,
"servi... | {
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"battery_mwh": 9.28,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-96FD62A881",
"grid_service_limit_mw": 22.13,
"gross_sqft": 484650,
"infill_site": false,
"lease_expiry_months": 37,
"occ... | {
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"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.393,
"nearby_nodes": 4,
"network_redundancy_score": 0.747,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 78.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 11.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.677,
"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": 2.2,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.3,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 2.09,
"rent_growth_90d_pct": 2.58,
"tenant_expansion_probability": 0.229
} | {
"annualized_noi_impact_usd": -39049,
"annualized_revenue_impact_usd": -56978,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.164,
"lease_rate_change_pct": -1.49,
"occupancy_shift": 0.011,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 29.27
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 24.83
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.277,
"capital_availability": 0.283,
"demand_pressure": 0.276,
"entitlement_friction": 0.393,
"labor_shortage": 0.676,
"portfolio_tightness": 0.508,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.737,
"id": "FORGE-103074",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:14:00Z",
"trace_id": "3b9dfacf-429e-4062-8159-8f98f9dc7780"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.017,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.295,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 11.2,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
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"facility_id": "FAC-579796E9B4",
"grid_service_limit_mw": 16.07,
"gross_sqft": 381683,
"infill_site": false,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.859,
"cluster_utilization_pct": 0.966,
"competitive_pressure_score": 0.621,
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"entitlement_friction": 0.715,
"nearby_nodes": 6,
"network_redundancy_score": 0.442,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 79.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 83,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.2,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.3,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.3,
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"rent_growth_30d_pct": 1.84,
"rent_growth_90d_pct": 2.48,
"tenant_expansion_probability": 0.204
} | {
"annualized_noi_impact_usd": -48994,
"annualized_revenue_impact_usd": -69431,
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"estimated_capex_usd": 745934,
"expansion_capture_probability_post_event": 0.122,
"lease_rate_change_pct": -1.97,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.43
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.59
},
{
"action": "delay_spec_develo... | {
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"demand_pressure": 0.318,
"entitlement_friction": 0.715,
"labor_shortage": 0.686,
"portfolio_tightness": 0.561,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.875,
"id": "FORGE-103075",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:54:00Z",
"trace_id": "17d8f062-c368-4a9c-99cd-84927409370e"
} | {
"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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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
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"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.291,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 2.44,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 81,
"facility_id": "FAC-896C105C25",
"grid_service_limit_mw": 21.03,
"gross_sqft": 817903,
"infill_site": false,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.379,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.339,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.294,
"nearby_nodes": 7,
"network_redundancy_score": 0.61,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 85.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 80.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.1,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.96,
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"demand_shift_vector": "none_material",
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"market_entry_score": 82.1,
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"rent_growth_30d_pct": 2.54,
"rent_growth_90d_pct": 4.09,
"tenant_expansion_probability": 0.497
} | {
"annualized_noi_impact_usd": 5999,
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"expansion_capture_probability_post_event": 0.387,
"lease_rate_change_pct": 1.67,
"occupancy_shift": 0.004,
"service_penalty_risk_usd... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.83
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.6
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.379,
"demand_pressure": 0.639,
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"labor_shortage": 1,
"portfolio_tightness": 0.522,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-103076",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:05:00Z",
"trace_id": "98a9d7c4-e50e-4308-ad39-719c738ac4a9"
} | {
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"environment": "production_portfolio",
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
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"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"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.132,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 5.23,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
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"facility_id": "FAC-5C2647E4AC",
"grid_service_limit_mw": 17.57,
"gross_sqft": 403346,
"infill_site": false,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.148,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.389,
"cross_node_rebalancing_capacity_pct": 0.087,
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"nearby_nodes": 4,
"network_redundancy_score": 0.34,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 82... | [
{
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"dock_utilization_pct": 83.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 83.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.8,
"shift_fill_... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.945,
"rent_growth_30d_pct": 0.25,
"rent_growth_90d_pct": -0.64,
"tenant_expansion_probabilit... | {
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.327,
"lease_rate_change_pct": -1.29,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.76
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 27.78
},
{
"action": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.148,
"demand_pressure": 0.563,
"entitlement_friction": 0.306,
"labor_shortage": 0.658,
"portfolio_tightness": 0.361,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-103077",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:55:00Z",
"trace_id": "813e527a-a49e-47e9-9fef-66d3c08be706"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.3,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.8,
"battery_mwh": 0.8,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-57464489AE",
"grid_service_limit_mw": 13.18,
"gross_sqft": 711247,
"infill_site": false,
"lease_expiry_months": 52,
"... | {
"capital_availability": 0.443,
"cluster_utilization_pct": 0.967,
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"entitlement_friction": 0.786,
"nearby_nodes": 2,
"network_redundancy_score": 0.813,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 77.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 30.5,
"dock_utilization_pct": 79.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 42.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.639,
"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": 1.77,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78,
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"rent_growth_30d_pct": 0.7,
"rent_growth_90d_pct": -0.22,
"tenant_expansion_probability": 0.251
} | {
"annualized_noi_impact_usd": -60899,
"annualized_revenue_impact_usd": -88860,
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"expansion_capture_probability_post_event": 0.202,
"lease_rate_change_pct": -3.19,
"occupancy_shift": 0.011,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.79
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 21.74
},
{
"action": "hold_service_levels_flat",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.443,
"demand_pressure": 0.343,
"entitlement_friction": 0.786,
"labor_shortage": 0.636,
"portfolio_tightness": 0.401,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-103078",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:44:00Z",
"trace_id": "85788b96-0c9f-4b24-81d9-9723de6b673e"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.397,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.47,
"battery_mwh": 9.19,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-31C6E72C3E",
"grid_service_limit_mw": 12.75,
"gross_sqft": 1212177,
"infill_site": true,
"lease_expiry_months": 39,
"oc... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.524,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"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": 1.5,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.924,
"rent_growth_30d_pct": 0.65,
"rent_growth_90d_pct": 2.89,
"tenant_expansion_probability": 0.391
... | {
"annualized_noi_impact_usd": -22507,
"annualized_revenue_impact_usd": -29633,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.317,
"lease_rate_change_pct": 1.11,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.4
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.8
},
{
"action": "secure_pop_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.311,
"demand_pressure": 0.589,
"entitlement_friction": 0.213,
"labor_shortage": 0.841,
"portfolio_tightness": 0.417,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-103079",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:32:00Z",
"trace_id": "fbe8df09-cffe-414c-bed8-afc254977245"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"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": "100m_250m",
"expansion_request_open": true,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.369,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.34,
"battery_mwh": 0.57,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 58,
"facility_id": "FAC-E8F0E3CAB2",
"grid_service_limit_mw": 12.72,
"gross_sqft": 583834,
"infill_site": false,
"lease_expiry_months": 14,
"occu... | {
"capital_availability": 0.292,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.726,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.304,
"nearby_nodes": 2,
"network_redundancy_score": 0.677,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 31.4,
"dock_utilization_pct": 78.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 79,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.7,
"shift_fill_r... | {
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"anomaly_score": 0.657,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.06,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 81.9,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 0.85,
"rent_growth_90d_pct": 3.25,
"tenant_expansion_probability": 0.226
} | {
"annualized_noi_impact_usd": -56740,
"annualized_revenue_impact_usd": -91333,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 556568,
"expansion_capture_probability_post_event": 0.183,
"lease_rate_change_pct": -0.48,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.07
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.65
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.292,
"demand_pressure": 0.321,
"entitlement_friction": 0.304,
"labor_shortage": 0.641,
"portfolio_tightness": 0.301,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-103080",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:11:00Z",
"trace_id": "4cbf6200-a8bb-4a3b-850c-b2dc772b7af9"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "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": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.407,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.81,
"battery_mwh": 10.55,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 76,
"facility_id": "FAC-11D1DE24FB",
"grid_service_limit_mw": 7.15,
"gross_sqft": 761497,
"infill_site": true,
"lease_expiry_months": 34,
"occup... | {
"capital_availability": 0.289,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.594,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.339,
"nearby_nodes": 3,
"network_redundancy_score": 0.52,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 868... | [
{
"appointment_fill_pct": 81,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 79.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.2,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.2,
"shift_fill_... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 2.51,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.946,
"rent_growth_30d_pct": 1.15,
"rent_growth_90d_pct": 1.04,
"tenant_expansion_probability": 0.14... | {
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"estimated_capex_usd": 783519,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.14,
"occupancy_shift": -0.022,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.85
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.04
},
{
"action": "shift_overflow_to_satellite... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.303,
"entitlement_friction": 0.339,
"labor_shortage": 1,
"portfolio_tightness": 0.627,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-103081",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:27:00Z",
"trace_id": "479e7ed9-a09f-4cad-8a3a-b90fa15ef7e7"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
"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,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.495,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 3.11,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-B777A81046",
"grid_service_limit_mw": 13.88,
"gross_sqft": 1275152,
"infill_site": false,
"lease_expiry_months": 50,... | {
"capital_availability": 0.002,
"cluster_utilization_pct": 0.89,
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"nearby_nodes": 3,
"network_redundancy_score": 0.795,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 266514,
... | [
{
"appointment_fill_pct": 89.4,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.65,
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.9,
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"rent_growth_30d_pct": 0.27,
"rent_growth_90d_pct": -0.92,
"tenant_expansion_probability": 0.179
} | {
"annualized_noi_impact_usd": -261020,
"annualized_revenue_impact_usd": -341124,
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"decision_horizon_days": 60,
"estimated_capex_usd": 477407,
"expansion_capture_probability_post_event": 0.091,
"lease_rate_change_pct": -3.16,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.62
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.58
},
{
"action": "rebalance_carrier_mix",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.002,
"demand_pressure": 0.621,
"entitlement_friction": 0.52,
"labor_shortage": 0.612,
"portfolio_tightness": 0.378,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-103082",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:57:00Z",
"trace_id": "cb60e69d-536e-49d8-b80e-7dc8d992b118"
} | {
"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",
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"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": 0.352,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.253,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.21,
"battery_mwh": 4.39,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-CECD13287D",
"grid_service_limit_mw": 9.09,
"gross_sqft": 190264,
"infill_site": true,
"lease_expiry_months": 11,
"occup... | {
"capital_availability": 0.652,
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"competitive_pressure_score": 0.488,
"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.661,
"nearby_nodes": 2,
"network_redundancy_score": 0.344,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 90.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 87.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.73,
"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": 2.7,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.5,
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"rent_growth_30d_pct": 4.97,
"rent_growth_90d_pct": 7.55,
"tenant_expansion_probability": 0.674
} | {
"annualized_noi_impact_usd": 128896,
"annualized_revenue_impact_usd": 173304,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.61,
"lease_rate_change_pct": 4.91,
"occupancy_shift": 0.026,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 48.19
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.52
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.711,
"capital_availability": 0.652,
"demand_pressure": 0.699,
"entitlement_friction": 0.661,
"labor_shortage": 0.758,
"portfolio_tightness": 0.72,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-103083",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:26:00Z",
"trace_id": "ab3f0488-7f2d-45e7-930e-1cbdad8e0956"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"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": 0.266,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.437,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.71,
"battery_mwh": 11.96,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-B18E768D88",
"grid_service_limit_mw": 15.6,
"gross_sqft": 1138018,
"infill_site": false,
"lease_expiry_months": 39,
"o... | {
"capital_availability": 0.173,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.419,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.612,
"nearby_nodes": 4,
"network_redundancy_score": 0.463,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 81,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 84.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forec... | {
"build_vs_buy_score": 2.37,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.3,
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"rent_growth_30d_pct": 1.9,
"rent_growth_90d_pct": 1.68,
"tenant_expansion_probability": 0.477
} | {
"annualized_noi_impact_usd": -7375,
"annualized_revenue_impact_usd": -10645,
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"decision_horizon_days": 45,
"estimated_capex_usd": 510774,
"expansion_capture_probability_post_event": 0.378,
"lease_rate_change_pct": 0.08,
"occupancy_shift": -0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.43
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.21
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.741,
"capital_availability": 0.173,
"demand_pressure": 0.568,
"entitlement_friction": 0.612,
"labor_shortage": 0.78,
"portfolio_tightness": 0.604,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.737,
"id": "FORGE-103084",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:25:00Z",
"trace_id": "0c022c22-ec51-4b85-8dbf-e321dc8d8491"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.321,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.142,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.35,
"battery_mwh": 7.3,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-49D2E6EDD3",
"grid_service_limit_mw": 20.56,
"gross_sqft": 556443,
"infill_site": false,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.534,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.697,
"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.444,
"nearby_nodes": 3,
"network_redundancy_score": 0.632,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 658412... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.3,
"dock_utilization_pct": 86.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.668,
"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": 2.08,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.5,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 2.72,
"rent_growth_90d_pct": 2.71,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 70725,
"annualized_revenue_impact_usd": 112576,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 389857,
"expansion_capture_probability_post_event": 0.611,
"lease_rate_change_pct": 2.23,
"occupancy_shift": 0.037,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.01
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.86
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.617,
"capital_availability": 0.534,
"demand_pressure": 0.689,
"entitlement_friction": 0.444,
"labor_shortage": 0.514,
"portfolio_tightness": 0.397,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-103085",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:06:00Z",
"trace_id": "9b0e32cb-8be8-42ea-8594-0f9c4811eed6"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.264,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.403,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.43,
"battery_mwh": 9.26,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 125,
"facility_id": "FAC-2CCA390921",
"grid_service_limit_mw": 15.41,
"gross_sqft": 1257908,
"infill_site": false,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.171,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.652,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.092,
"nearby_nodes": 4,
"network_redundancy_score": 0.394,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 94.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.3,
"dock_utilization_pct": 87.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.852,
"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": 2.26,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.3,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 2.92,
"rent_growth_90d_pct": 3.31,
"tenant_expansion_probability": 0.411... | {
"annualized_noi_impact_usd": -86391,
"annualized_revenue_impact_usd": -120150,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 712997,
"expansion_capture_probability_post_event": 0.305,
"lease_rate_change_pct": 1.15,
"occupancy_shift": -0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.43
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.47
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.627,
"capital_availability": 0.171,
"demand_pressure": 0.719,
"entitlement_friction": 0.092,
"labor_shortage": 0.743,
"portfolio_tightness": 0.539,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-103086",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:56:00Z",
"trace_id": "50536054-cfa9-4832-8534-9caeafafd21d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.37,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.106,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.32,
"battery_mwh": 0.29,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-8674EF3320",
"grid_service_limit_mw": 22.43,
"gross_sqft": 922042,
"infill_site": false,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.675,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.543,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.27,
"nearby_nodes": 4,
"network_redundancy_score": 0.464,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 91.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 86.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.3,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 2.92,
"rent_growth_90d_pct": 5.48,
"tenant_expansion_probability": 0.615
} | {
"annualized_noi_impact_usd": 118609,
"annualized_revenue_impact_usd": 187700,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 375046,
"expansion_capture_probability_post_event": 0.534,
"lease_rate_change_pct": 4.26,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.76
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.87
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.317,
"capital_availability": 0.675,
"demand_pressure": 0.652,
"entitlement_friction": 0.27,
"labor_shortage": 0.636,
"portfolio_tightness": 0.553,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-103087",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:40:00Z",
"trace_id": "2762515f-ff83-4522-971b-c4e5d720c2d4"
} | {
"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": 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": 0.25,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.254,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.75,
"battery_mwh": 8.39,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-8468C51100",
"grid_service_limit_mw": 9.84,
"gross_sqft": 808760,
"infill_site": false,
"lease_expiry_months": 70,
"occu... | {
"capital_availability": 0.484,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.567,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.4,
"nearby_nodes": 2,
"network_redundancy_score": 0.523,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 9974... | [
{
"appointment_fill_pct": 79.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.9,
"dock_utilization_pct": 82.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.827,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.6,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 2.63,
"rent_growth_90d_pct": 1.43,
"tenant_expansion_probability": 0.42... | {
"annualized_noi_impact_usd": -113935,
"annualized_revenue_impact_usd": -148816,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 674628,
"expansion_capture_probability_post_event": 0.294,
"lease_rate_change_pct": -1.15,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 48.01
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.8
},
{
"action": "activa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.51,
"capital_availability": 0.484,
"demand_pressure": 0.429,
"entitlement_friction": 0.4,
"labor_shortage": 0.981,
"portfolio_tightness": 0.71,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-103088",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:02:00Z",
"trace_id": "7b16515f-3250-4f98-acd4-4979cb3f8238"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.213,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.26,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.29,
"battery_mwh": 6.01,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-2043E7C799",
"grid_service_limit_mw": 25.4,
"gross_sqft": 758001,
"infill_site": true,
"lease_expiry_months": 51,
"occup... | {
"capital_availability": 0.634,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.3,
"cross_node_rebalancing_capacity_pct": 0.134,
"entitlement_friction": 0.617,
"nearby_nodes": 2,
"network_redundancy_score": 0.381,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 89.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 82.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"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": 2.01,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.1,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 1.01,
"rent_growth_90d_pct": 2.05,
"tenant_expansion_probability": 0.397
} | {
"annualized_noi_impact_usd": -57491,
"annualized_revenue_impact_usd": -86618,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 613734,
"expansion_capture_probability_post_event": 0.283,
"lease_rate_change_pct": -0.55,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.95
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.91
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.769,
"capital_availability": 0.634,
"demand_pressure": 0.471,
"entitlement_friction": 0.617,
"labor_shortage": 1,
"portfolio_tightness": 0.558,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-103089",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:55:00Z",
"trace_id": "d4302023-7557-497f-a0d0-10555f8ef49a"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"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": 0.493,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.7,
"battery_mwh": 12.05,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-39F6322175",
"grid_service_limit_mw": 8.18,
"gross_sqft": 1123796,
"infill_site": true,
"lease_expiry_months": 17,
"occ... | {
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"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.606,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.903,
"nearby_nodes": 7,
"network_redundancy_score": 0.664,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill_... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.46,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 2.87,
"tenant_expansion_probability"... | {
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"annualized_revenue_impact_usd": -470460,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 560753,
"expansion_capture_probability_post_event": 0.158,
"lease_rate_change_pct": -0.83,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 33.51
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.49
},
{
"action": "rebalance_carrier_mix",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.516,
"capital_availability": 0.355,
"demand_pressure": 0.452,
"entitlement_friction": 0.903,
"labor_shortage": 0.699,
"portfolio_tightness": 0.698,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-103090",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:20:00Z",
"trace_id": "d9adf7df-03ef-44e0-b870-e00e46c79252"
} | {
"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,
"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": 0.145,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.093,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 5.08,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 144,
"facility_id": "FAC-DF02A6C395",
"grid_service_limit_mw": 11.56,
"gross_sqft": 1446010,
"infill_site": false,
"lease_expiry_months": 47,
"oc... | {
"capital_availability": 0.201,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.322,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.398,
"nearby_nodes": 7,
"network_redundancy_score": 0.417,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 82.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.42,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.6,
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"rent_growth_30d_pct": 1.31,
"rent_growth_90d_pct": 0.58,
"tenant_expansion_probability": 0.344
} | {
"annualized_noi_impact_usd": -348839,
"annualized_revenue_impact_usd": -452211,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 60,
"estimated_capex_usd": 481579,
"expansion_capture_probability_post_event": 0.254,
"lease_rate_change_pct": -1.59,
"occupancy_shift": 0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.22
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.05
},
{
"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": 0.201,
"demand_pressure": 0.431,
"entitlement_friction": 0.398,
"labor_shortage": 0.892,
"portfolio_tightness": 0.589,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-103091",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:36:00Z",
"trace_id": "a1410b8a-9e72-4247-9051-fac269f65d0c"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"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": 0.285,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.375,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.54,
"battery_mwh": 9.21,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 78,
"facility_id": "FAC-E3BEA07B55",
"grid_service_limit_mw": 6.71,
"gross_sqft": 788264,
"infill_site": false,
"lease_expiry_months": 37,
"occup... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.326,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.566,
"nearby_nodes": 3,
"network_redundancy_score": 0.566,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 2510... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 83.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 78.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.721,
"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": 2.76,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.06,
"rent_growth_90d_pct": 4.49,
"tenant_expansion_probability": 0.594
} | {
"annualized_noi_impact_usd": 91236,
"annualized_revenue_impact_usd": 134412,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 624091,
"expansion_capture_probability_post_event": 0.525,
"lease_rate_change_pct": 1.93,
"occupancy_shift": 0,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.19
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.15
},
{
"action": "activ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.648,
"capital_availability": 0.2,
"demand_pressure": 0.488,
"entitlement_friction": 0.566,
"labor_shortage": 0.88,
"portfolio_tightness": 0.714,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.886,
"id": "FORGE-103092",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:22:00Z",
"trace_id": "f792c025-a75e-40d1-90f3-fe4e1b5c4e61"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.45,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.123,
"seasonality": 0.49,
"service_level_target": 0... | {
"automation_penetration": 0.28,
"battery_mwh": 11.54,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 108,
"facility_id": "FAC-1998234CC5",
"grid_service_limit_mw": 11.15,
"gross_sqft": 1083282,
"infill_site": true,
"lease_expiry_months": 12,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.356,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.848,
"nearby_nodes": 4,
"network_redundancy_score": 0.355,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 829397... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 55.6,
"dock_utilization_pct": 89.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.6,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.891,
"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": 2.4,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 3.58,
"rent_growth_90d_pct": 5.24,
"tenant_expansion_probability": 0.658
} | {
"annualized_noi_impact_usd": 157866,
"annualized_revenue_impact_usd": 212128,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 637623,
"expansion_capture_probability_post_event": 0.514,
"lease_rate_change_pct": 3.07,
"occupancy_shift": 0.016,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.95
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.9
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.657,
"capital_availability": 0,
"demand_pressure": 0.789,
"entitlement_friction": 0.848,
"labor_shortage": 0.932,
"portfolio_tightness": 0.697,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-103093",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:12:00Z",
"trace_id": "e328c370-00be-4c34-a066-afca7e8bd82f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.2,
"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": 0.062,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.484,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.51,
"battery_mwh": 10.07,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-2B8FB05B93",
"grid_service_limit_mw": 15.86,
"gross_sqft": 461541,
"infill_site": true,
"lease_expiry_months": 23,
"occ... | {
"capital_availability": 0.296,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.697,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.389,
"nearby_nodes": 2,
"network_redundancy_score": 0.505,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1949060... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.1,
"dock_utilization_pct": 80.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 48.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.678,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.2,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.9,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 1.6,
"rent_growth_90d_pct": 0.93,
"tenant_expansion_probability": 0.304
} | {
"annualized_noi_impact_usd": -32946,
"annualized_revenue_impact_usd": -51348,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 564015,
"expansion_capture_probability_post_event": 0.257,
"lease_rate_change_pct": -1.92,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.88
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 27.59
},
{
"action": "escalate_utility_intercon... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.408,
"capital_availability": 0.296,
"demand_pressure": 0.417,
"entitlement_friction": 0.389,
"labor_shortage": 0.716,
"portfolio_tightness": 0.382,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.885,
"id": "FORGE-103094",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:49:00Z",
"trace_id": "09457bdc-2529-4fd8-85e3-d67690a8860f"
} | {
"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": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.081,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.122,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.38,
"battery_mwh": 3.8,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-9EDCB5888B",
"grid_service_limit_mw": 13.45,
"gross_sqft": 387090,
"infill_site": true,
"lease_expiry_months": 34,
"occup... | {
"capital_availability": 0.312,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.513,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.68,
"nearby_nodes": 5,
"network_redundancy_score": 0.424,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 84,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 29,
"shift_fill_rate... | {
"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.68,
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"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.8,
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"rent_growth_30d_pct": 2.72,
"rent_growth_90d_pct": 4.77,
"tenant_expansion_probability": 0.301
} | {
"annualized_noi_impact_usd": -60085,
"annualized_revenue_impact_usd": -80042,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 656196,
"expansion_capture_probability_post_event": 0.18,
"lease_rate_change_pct": 0.28,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.15
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.97
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.312,
"demand_pressure": 0.507,
"entitlement_friction": 0.68,
"labor_shortage": 1,
"portfolio_tightness": 0.664,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-103095",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:40:00Z",
"trace_id": "e674fccd-abaa-4664-9e34-acfc9285599c"
} | {
"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",
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"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": false,
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"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.369,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.36,
"battery_mwh": 2.84,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 34,
"facility_id": "FAC-DB44383E67",
"grid_service_limit_mw": 21,
"gross_sqft": 347178,
"infill_site": false,
"lease_expiry_months": 18,
"occupa... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.573,
"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.539,
"nearby_nodes": 3,
"network_redundancy_score": 0.521,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 315212,
... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 85.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.69,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.7,
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"rent_growth_30d_pct": 0.69,
"rent_growth_90d_pct": 1.84,
"tenant_expansion_probability": 0.587
} | {
"annualized_noi_impact_usd": 14974,
"annualized_revenue_impact_usd": 24088,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.488,
"lease_rate_change_pct": 1.46,
"occupancy_shift": 0.001,
"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.22
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.52
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0,
"demand_pressure": 0.631,
"entitlement_friction": 0.539,
"labor_shortage": 0.681,
"portfolio_tightness": 0.421,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-103096",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:28:00Z",
"trace_id": "27215400-5ed3-49a8-ab27-c500b1760f0b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"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": "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": "high",
"risk_of_churn": 0.224,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.79,
"battery_mwh": 5.04,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 32,
"facility_id": "FAC-CB7EBB5AC3",
"grid_service_limit_mw": 21.8,
"gross_sqft": 327157,
"infill_site": true,
"lease_expiry_months": 22,
"... | {
"capital_availability": 0.091,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.365,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.489,
"nearby_nodes": 6,
"network_redundancy_score": 0.528,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 80.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 72,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.5,
"shift_fill_... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.75,
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.62,
"rent_growth_90d_pct": 0.54,
"tenant_expansion_probability": 0.178
} | {
"annualized_noi_impact_usd": -62496,
"annualized_revenue_impact_usd": -89223,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.052,
"lease_rate_change_pct": -2.92,
"occupancy_shift": -0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.46
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.3
},
{
"action": "activate_temp_la... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.091,
"demand_pressure": 0.367,
"entitlement_friction": 0.489,
"labor_shortage": 0.79,
"portfolio_tightness": 0.527,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-103097",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:19:00Z",
"trace_id": "f30bf4d9-b434-43d1-913b-e0bb5122f748"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.6,
"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": 0.338,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.46,
"seasonality": 0.82,
"service_level_target": 0.... | {
"automation_penetration": 0.81,
"battery_mwh": 8.88,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 136,
"facility_id": "FAC-73F9EA0753",
"grid_service_limit_mw": 18.34,
"gross_sqft": 1360394,
"infill_site": false,
"lease_expiry_months": 43,... | {
"capital_availability": 0.366,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.665,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.478,
"nearby_nodes": 6,
"network_redundancy_score": 0.878,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46,
"dock_utilization_pct": 87.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.713,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.6,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 4.09,
"rent_growth_90d_pct": 3.08,
"tenant_expansion_probability": 0.67
} | {
"annualized_noi_impact_usd": 265582,
"annualized_revenue_impact_usd": 341672,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 425163,
"expansion_capture_probability_post_event": 0.634,
"lease_rate_change_pct": 2,
"occupancy_shift": 0.023,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.35
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.24
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.706,
"capital_availability": 0.366,
"demand_pressure": 0.745,
"entitlement_friction": 0.478,
"labor_shortage": 0.808,
"portfolio_tightness": 0.554,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-103098",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:46:00Z",
"trace_id": "4c8f3f31-2189-4f09-9de3-0e4f154b622b"
} | {
"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": 8.6,
"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": 0.327,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.27,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.3,
"battery_mwh": 2.42,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 102,
"facility_id": "FAC-89F268E577",
"grid_service_limit_mw": 19.68,
"gross_sqft": 1024785,
"infill_site": true,
"lease_expiry_months": 35,
"occu... | {
"capital_availability": 0.416,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.583,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.591,
"nearby_nodes": 3,
"network_redundancy_score": 0.405,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 84.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 83.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.34,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.6,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": -0.12,
"rent_growth_90d_pct": -0.64,
"tenant_expansion_probability": 0.433
} | {
"annualized_noi_impact_usd": -68159,
"annualized_revenue_impact_usd": -103415,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 30,
"estimated_capex_usd": 621796,
"expansion_capture_probability_post_event": 0.318,
"lease_rate_change_pct": -1.4,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.25
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 33.02
},
{
"action": "deploy_peak_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.977,
"capital_availability": 0.416,
"demand_pressure": 0.593,
"entitlement_friction": 0.591,
"labor_shortage": 0.628,
"portfolio_tightness": 0.374,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-103099",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:46:00Z",
"trace_id": "447320a2-c222-405e-a7bc-fb3d5722a4a8"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"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": 0.284,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.142,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.61,
"battery_mwh": 9.78,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-C8CA0991EB",
"grid_service_limit_mw": 23.38,
"gross_sqft": 1298684,
"infill_site": false,
"lease_expiry_months": 48,... | {
"capital_availability": 0.011,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.316,
"cross_node_rebalancing_capacity_pct": 0.066,
"entitlement_friction": 0.695,
"nearby_nodes": 3,
"network_redundancy_score": 0.761,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 92,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.1,
"dock_utilization_pct": 87,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 50.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"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": 1.85,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.5,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 1.17,
"rent_growth_90d_pct": 2.81,
"tenant_expansion_probability": 0.442
} | {
"annualized_noi_impact_usd": 39296,
"annualized_revenue_impact_usd": 62685,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 581940,
"expansion_capture_probability_post_event": 0.34,
"lease_rate_change_pct": 1.06,
"occupancy_shift": 0.017,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.09
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.61
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.875,
"capital_availability": 0.011,
"demand_pressure": 0.726,
"entitlement_friction": 0.695,
"labor_shortage": 0.653,
"portfolio_tightness": 0.449,
... |
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