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": 0.765,
"id": "FORGE-104100",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:33:00Z",
"trace_id": "64e720b1-93c5-4127-b0c2-6687c8885654"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.003,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.323,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.25,
"battery_mwh": 6.14,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-519D0C941B",
"grid_service_limit_mw": 15.92,
"gross_sqft": 537205,
"infill_site": false,
"lease_expiry_months": 9,
"occu... | {
"capital_availability": 0.573,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.286,
"cross_node_rebalancing_capacity_pct": 0.114,
"entitlement_friction": 0.311,
"nearby_nodes": 2,
"network_redundancy_score": 0.544,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 75.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.9,
"dock_utilization_pct": 80,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.737,
"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": 2.14,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.6,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 0.67,
"rent_growth_90d_pct": 0.88,
"tenant_expansion_probability": 0.17... | {
"annualized_noi_impact_usd": -119447,
"annualized_revenue_impact_usd": -165221,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 30,
"estimated_capex_usd": 365372,
"expansion_capture_probability_post_event": 0.093,
"lease_rate_change_pct": -2.02,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.96
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.53
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.715,
"capital_availability": 0.573,
"demand_pressure": 0.326,
"entitlement_friction": 0.311,
"labor_shortage": 0.668,
"portfolio_tightness": 0.551,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-104101",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:14:00Z",
"trace_id": "5b56bcf7-e2d0-4b0f-b74f-9a1d3add0f98"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"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": 0.32,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.255,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.35,
"battery_mwh": 5.49,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-9F22D5ED2D",
"grid_service_limit_mw": 12.49,
"gross_sqft": 837165,
"infill_site": true,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.042,
"cluster_utilization_pct": 0.906,
"competitive_pressure_score": 0.331,
"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.423,
"nearby_nodes": 2,
"network_redundancy_score": 0.572,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.1,
"dock_utilization_pct": 87.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.58,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.1,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 1.42,
"rent_growth_90d_pct": 3.65,
"tenant_expansion_probability": 0.492
} | {
"annualized_noi_impact_usd": 63367,
"annualized_revenue_impact_usd": 95973,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 532714,
"expansion_capture_probability_post_event": 0.394,
"lease_rate_change_pct": 1.89,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.46
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.85
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.847,
"capital_availability": 0.042,
"demand_pressure": 0.734,
"entitlement_friction": 0.423,
"labor_shortage": 0.873,
"portfolio_tightness": 0.431,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-104102",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:57:00Z",
"trace_id": "02120008-8dc6-4f52-bc29-70f1acb9b9ea"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.118,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.115,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.54,
"battery_mwh": 6.33,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-F9AC736198",
"grid_service_limit_mw": 7.98,
"gross_sqft": 984188,
"infill_site": false,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.639,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.412,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.694,
"nearby_nodes": 2,
"network_redundancy_score": 0.798,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 83.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.748,
"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": 2.52,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.2,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 2.48,
"rent_growth_90d_pct": 4.72,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -7321,
"annualized_revenue_impact_usd": -11726,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 407219,
"expansion_capture_probability_post_event": 0.278,
"lease_rate_change_pct": 1.49,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.81
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.32
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.566,
"capital_availability": 0.639,
"demand_pressure": 0.468,
"entitlement_friction": 0.694,
"labor_shortage": 0.714,
"portfolio_tightness": 0.721,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-104103",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:28:00Z",
"trace_id": "6480db8f-fdbe-49a7-a715-ea6c057c8ecc"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.297,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.327,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.38,
"battery_mwh": 1.41,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-56627F016B",
"grid_service_limit_mw": 23.6,
"gross_sqft": 626972,
"infill_site": false,
"lease_expiry_months": 42,
"occu... | {
"capital_availability": 0.76,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.611,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.57,
"nearby_nodes": 2,
"network_redundancy_score": 0.679,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
"appointment_fill_pct": 91.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.4,
"dock_utilization_pct": 86.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"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": 2.18,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.5,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 1.89,
"tenant_expansion_probability": 0.54
} | {
"annualized_noi_impact_usd": 21097,
"annualized_revenue_impact_usd": 28340,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 559667,
"expansion_capture_probability_post_event": 0.45,
"lease_rate_change_pct": 0.56,
"occupancy_shift": 0.01,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.03
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.88
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.369,
"capital_availability": 0.76,
"demand_pressure": 0.699,
"entitlement_friction": 0.57,
"labor_shortage": 0.884,
"portfolio_tightness": 0.468,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-104104",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T04:39:00Z",
"trace_id": "c8323eb9-6375-4951-94b6-c3f9492ba8f8"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.139,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.356,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.51,
"battery_mwh": 0.49,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-E64DFAD864",
"grid_service_limit_mw": 16.28,
"gross_sqft": 576315,
"infill_site": false,
"lease_expiry_months": 44,
"occ... | {
"capital_availability": 0.118,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.33,
"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.715,
"nearby_nodes": 6,
"network_redundancy_score": 0.633,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2196620... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.5,
"dock_utilization_pct": 79.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 65.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.728,
"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": 1.73,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.3,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": -0.3,
"rent_growth_90d_pct": -1.16,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -57078,
"annualized_revenue_impact_usd": -94643,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 60,
"estimated_capex_usd": 600137,
"expansion_capture_probability_post_event": 0.201,
"lease_rate_change_pct": -2.79,
"occupancy_shift": -0.012,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.75
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.32
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.761,
"capital_availability": 0.118,
"demand_pressure": 0.318,
"entitlement_friction": 0.715,
"labor_shortage": 0.557,
"portfolio_tightness": 0.503,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-104105",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:45:00Z",
"trace_id": "666396bf-754b-4486-ad51-31c39f57241f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.148,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.426,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.54,
"battery_mwh": 10.97,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-D3E0E92998",
"grid_service_limit_mw": 20.79,
"gross_sqft": 1299531,
"infill_site": false,
"lease_expiry_months": 56,
"... | {
"capital_availability": 0.063,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.755,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.185,
"nearby_nodes": 4,
"network_redundancy_score": 0.516,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 660876... | [
{
"appointment_fill_pct": 78.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.3,
"dock_utilization_pct": 82.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"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": 1.83,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.6,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 0.26,
"rent_growth_90d_pct": 2.25,
"tenant_expansion_probability": 0.28
} | {
"annualized_noi_impact_usd": -124057,
"annualized_revenue_impact_usd": -178914,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 427359,
"expansion_capture_probability_post_event": 0.2,
"lease_rate_change_pct": 0.16,
"occupancy_shift": -0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.61
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.76
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.063,
"demand_pressure": 0.504,
"entitlement_friction": 0.185,
"labor_shortage": 0.6,
"portfolio_tightness": 0.379,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-104106",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T03:47:00Z",
"trace_id": "933ea6b0-176e-4c34-8907-ba8576bbded3"
} | {
"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,
"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": 0.128,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.392,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.41,
"battery_mwh": 11.83,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-E2E92C3D7A",
"grid_service_limit_mw": 13.59,
"gross_sqft": 969180,
"infill_site": false,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.632,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.283,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.756,
"nearby_nodes": 2,
"network_redundancy_score": 0.697,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.4,
"dock_utilization_pct": 85.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"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": 2.37,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.984,
"rent_growth_30d_pct": 2.33,
"rent_growth_90d_pct": 3.87,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -41259,
"annualized_revenue_impact_usd": -68238,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 533733,
"expansion_capture_probability_post_event": 0.271,
"lease_rate_change_pct": 0.58,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 41.16
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.53
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.744,
"capital_availability": 0.632,
"demand_pressure": 0.568,
"entitlement_friction": 0.756,
"labor_shortage": 0.917,
"portfolio_tightness": 0.68,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-104107",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T04:04:00Z",
"trace_id": "f8a759cd-73ff-4e79-bdc4-c44f45803f97"
} | {
"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.34,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.092,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.25,
"battery_mwh": 10.82,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-FE74A2F129",
"grid_service_limit_mw": 21.63,
"gross_sqft": 409001,
"infill_site": false,
"lease_expiry_months": 43,
"oc... | {
"capital_availability": 0.448,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.46,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.127,
"nearby_nodes": 8,
"network_redundancy_score": 0.427,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 271282,... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 85.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"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": 1.89,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84,
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"rent_growth_30d_pct": 1.05,
"rent_growth_90d_pct": 1.82,
"tenant_expansion_probability": 0.514
} | {
"annualized_noi_impact_usd": 31290,
"annualized_revenue_impact_usd": 48138,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 416095,
"expansion_capture_probability_post_event": 0.444,
"lease_rate_change_pct": 1.61,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.77
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.04
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.666,
"capital_availability": 0.448,
"demand_pressure": 0.654,
"entitlement_friction": 0.127,
"labor_shortage": 0.531,
"portfolio_tightness": 0.358,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-104108",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:31:00Z",
"trace_id": "1cf8f1c3-65e9-46bd-b870-e451b06c4cc0"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"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": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.039,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.11,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.56,
"battery_mwh": 5.29,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 142,
"facility_id": "FAC-C55F350A95",
"grid_service_limit_mw": 26.31,
"gross_sqft": 1427181,
"infill_site": false,
"lease_expiry_months": 56,... | {
"capital_availability": 0.83,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.576,
"cross_node_rebalancing_capacity_pct": 0.088,
"entitlement_friction": 0.385,
"nearby_nodes": 4,
"network_redundancy_score": 0.386,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32.5,
"dock_utilization_pct": 81.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.689,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.56,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 89,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 2.59,
"rent_growth_90d_pct": 3.9,
"tenant_expansion_probability": 0.242... | {
"annualized_noi_impact_usd": -32797,
"annualized_revenue_impact_usd": -56206,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 660122,
"expansion_capture_probability_post_event": 0.184,
"lease_rate_change_pct": -0.4,
"occupancy_shift": 0.019,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.92
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 35.32
},
{
"action": "activate_temp_la... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.262,
"capital_availability": 0.83,
"demand_pressure": 0.412,
"entitlement_friction": 0.385,
"labor_shortage": 0.71,
"portfolio_tightness": 0.482,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-104109",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:57:00Z",
"trace_id": "54858049-99b6-4e6d-bcf8-46306cb03ce4"
} | {
"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": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.237,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.258,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.28,
"battery_mwh": 8.84,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-BFEB812893",
"grid_service_limit_mw": 15.91,
"gross_sqft": 982850,
"infill_site": false,
"lease_expiry_months": 24,
"occ... | {
"capital_availability": 0.031,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.69,
"cross_node_rebalancing_capacity_pct": 0.127,
"entitlement_friction": 0.366,
"nearby_nodes": 4,
"network_redundancy_score": 0.432,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 92.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.5,
"dock_utilization_pct": 85.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.06,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.1,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 1.98,
"rent_growth_90d_pct": 4.58,
"tenant_expansion_probability": 0.452
} | {
"annualized_noi_impact_usd": 70997,
"annualized_revenue_impact_usd": 113644,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 442435,
"expansion_capture_probability_post_event": 0.371,
"lease_rate_change_pct": 2.33,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.25
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.43
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.823,
"capital_availability": 0.031,
"demand_pressure": 0.631,
"entitlement_friction": 0.366,
"labor_shortage": 0.87,
"portfolio_tightness": 0.552,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-104110",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:27:00Z",
"trace_id": "4d1684be-ee46-4e1c-8f83-fb2eea9c89dc"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.446,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.197,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.7,
"battery_mwh": 4.18,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-501CDB6FA7",
"grid_service_limit_mw": 7.67,
"gross_sqft": 398209,
"infill_site": true,
"lease_expiry_months": 23,
"occupa... | {
"capital_availability": 0.043,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.741,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.435,
"nearby_nodes": 7,
"network_redundancy_score": 0.48,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 435... | [
{
"appointment_fill_pct": 91,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 86.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.34,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.3,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 2.3,
"rent_growth_90d_pct": 1.28,
"tenant_expansion_probability": 0.683
} | {
"annualized_noi_impact_usd": 83576,
"annualized_revenue_impact_usd": 120896,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 440141,
"expansion_capture_probability_post_event": 0.599,
"lease_rate_change_pct": 1.54,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 50.96
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.58
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.043,
"demand_pressure": 0.683,
"entitlement_friction": 0.435,
"labor_shortage": 0.76,
"portfolio_tightness": 0.578,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-104111",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:25:00Z",
"trace_id": "862d26e9-2b70-4df8-bf63-cf6aeace3bf7"
} | {
"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": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.015,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.438,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.47,
"battery_mwh": 1.59,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-343BBA7B05",
"grid_service_limit_mw": 17.57,
"gross_sqft": 540204,
"infill_site": false,
"lease_expiry_months": 19,
"occ... | {
"capital_availability": 0.553,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.789,
"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.692,
"nearby_nodes": 3,
"network_redundancy_score": 0.749,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 167654... | [
{
"appointment_fill_pct": 71.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.4,
"dock_utilization_pct": 77.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": -0.63,
"rent_growth_90d_pct": 1.8,
"tenant_expansion_probability": 0.191
} | {
"annualized_noi_impact_usd": -99188,
"annualized_revenue_impact_usd": -127735,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 519720,
"expansion_capture_probability_post_event": 0.095,
"lease_rate_change_pct": -1.63,
"occupancy_shift": -0.018,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.47
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.36
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.553,
"demand_pressure": 0.259,
"entitlement_friction": 0.692,
"labor_shortage": 0.679,
"portfolio_tightness": 0.403,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-104112",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T05:07:00Z",
"trace_id": "9897d1f8-193f-44b9-8314-7a55f4bd9ea8"
} | {
"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",
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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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.408,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 1.88,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-24842ABE1B",
"grid_service_limit_mw": 14.51,
"gross_sqft": 637069,
"infill_site": true,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.105,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.741,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.282,
"nearby_nodes": 6,
"network_redundancy_score": 0.353,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 80.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 48.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 82.2,
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"rent_growth_30d_pct": 0.56,
"rent_growth_90d_pct": 2.57,
"tenant_expansion_probability": 0.176
... | {
"annualized_noi_impact_usd": -113313,
"annualized_revenue_impact_usd": -173478,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.078,
"lease_rate_change_pct": -1.33,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.24
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.105,
"demand_pressure": 0.347,
"entitlement_friction": 0.282,
"labor_shortage": 1,
"portfolio_tightness": 0.517,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-104113",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:22:00Z",
"trace_id": "8ee41edc-c43c-49af-8c24-31fe50e44e0b"
} | {
"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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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.178,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.203,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 7.28,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 29,
"facility_id": "FAC-CC9AA2B488",
"grid_service_limit_mw": 18.47,
"gross_sqft": 298152,
"infill_site": false,
"lease_expiry_months": 48,
"occu... | {
"capital_availability": 0.048,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.572,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.66,
"nearby_nodes": 5,
"network_redundancy_score": 0.872,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1198893... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 80.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 81.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.9,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.8,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 0.08,
"rent_growth_90d_pct": 1.31,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -22600,
"annualized_revenue_impact_usd": -38367,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 597637,
"expansion_capture_probability_post_event": 0.207,
"lease_rate_change_pct": -1.67,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.2
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.62
},
{
"action": "deploy_peak_sh... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.048,
"demand_pressure": 0.413,
"entitlement_friction": 0.66,
"labor_shortage": 1,
"portfolio_tightness": 0.42,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-104114",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:44:00Z",
"trace_id": "df1d0584-e1d8-45b1-ab03-d40f2e11fd99"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.158,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 6.47,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-C0A6DB758B",
"grid_service_limit_mw": 12.16,
"gross_sqft": 1152323,
"infill_site": true,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.547,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.354,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.757,
"nearby_nodes": 6,
"network_redundancy_score": 0.629,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 54.6,
"dock_utilization_pct": 88.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.1,
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"rent_growth_30d_pct": 3.62,
"rent_growth_90d_pct": 4.43,
"tenant_expansion_probability": 0.598
} | {
"annualized_noi_impact_usd": 273701,
"annualized_revenue_impact_usd": 409095,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.494,
"lease_rate_change_pct": 2.38,
"occupancy_shift": 0.02,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 47.89
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.46
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.596,
"capital_availability": 0.547,
"demand_pressure": 0.758,
"entitlement_friction": 0.757,
"labor_shortage": 0.919,
"portfolio_tightness": 0.697,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-104115",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:06:00Z",
"trace_id": "54462d80-83ab-435b-b96b-f8e13b4c539e"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": -0.04,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.187,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.68,
"battery_mwh": 10.76,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-1A0B36ECC2",
"grid_service_limit_mw": 12.1,
"gross_sqft": 1213191,
"infill_site": false,
"lease_expiry_months": 35,
"o... | {
"capital_availability": 0.46,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.27,
"cross_node_rebalancing_capacity_pct": 0.086,
"entitlement_friction": 0.792,
"nearby_nodes": 3,
"network_redundancy_score": 0.835,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1984... | [
{
"appointment_fill_pct": 76.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 80.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"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": 2.65,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.4,
"occupancy_90d": 0.887,
"rent_growth_30d_pct": 1.91,
"rent_growth_90d_pct": 3.4,
"tenant_expansion_probability": 0.234
} | {
"annualized_noi_impact_usd": -368669,
"annualized_revenue_impact_usd": -491241,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 621013,
"expansion_capture_probability_post_event": 0.118,
"lease_rate_change_pct": -1.26,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.07
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.82
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.277,
"capital_availability": 0.46,
"demand_pressure": 0.288,
"entitlement_friction": 0.792,
"labor_shortage": 1,
"portfolio_tightness": 0.726,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-104116",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:51:00Z",
"trace_id": "becdbc40-6865-4672-9bc6-715770bc4c5d"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.035,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.162,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.43,
"battery_mwh": 10.25,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 67,
"facility_id": "FAC-EECE532168",
"grid_service_limit_mw": 23.55,
"gross_sqft": 673236,
"infill_site": true,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.417,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.285,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.422,
"nearby_nodes": 4,
"network_redundancy_score": 0.528,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 517215... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.6,
"dock_utilization_pct": 77.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.2,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.7,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": -0.72,
"rent_growth_90d_pct": 0.74,
"tenant_expansion_probability": 0.152... | {
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"annualized_revenue_impact_usd": -234858,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 597645,
"expansion_capture_probability_post_event": 0.044,
"lease_rate_change_pct": -2.46,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.71
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.97
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.273,
"capital_availability": 0.417,
"demand_pressure": 0.241,
"entitlement_friction": 0.422,
"labor_shortage": 0.617,
"portfolio_tightness": 0.371,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-104117",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:19:00Z",
"trace_id": "f1b4c89a-d7bf-409b-b405-0f7973098a40"
} | {
"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": 8.6,
"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": 0.075,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.4,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.67,
"battery_mwh": 9.51,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-1B24E8B861",
"grid_service_limit_mw": 18.54,
"gross_sqft": 227248,
"infill_site": true,
"lease_expiry_months": 47,
"occup... | {
"capital_availability": 0.703,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.62,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.128,
"nearby_nodes": 4,
"network_redundancy_score": 0.585,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 860179,... | [
{
"appointment_fill_pct": 88.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41,
"dock_utilization_pct": 83.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 84.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.03,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 1.3,
"rent_growth_90d_pct": 0.72,
"tenant_expansion_probability": 0.183
} | {
"annualized_noi_impact_usd": -65509,
"annualized_revenue_impact_usd": -90538,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 502313,
"expansion_capture_probability_post_event": 0.084,
"lease_rate_change_pct": -2.01,
"occupancy_shift": -0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.07
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.71
},
{
"action": "re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.488,
"capital_availability": 0.703,
"demand_pressure": 0.563,
"entitlement_friction": 0.128,
"labor_shortage": 0.606,
"portfolio_tightness": 0.415,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-104118",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:53:00Z",
"trace_id": "6adc040a-9829-429a-bd6d-3ca1590923ff"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.112,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.416,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.3,
"battery_mwh": 5.02,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 64,
"facility_id": "FAC-EE51655943",
"grid_service_limit_mw": 23.6,
"gross_sqft": 648681,
"infill_site": false,
"lease_expiry_months": 69,
"o... | {
"capital_availability": 0.029,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.749,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.444,
"nearby_nodes": 4,
"network_redundancy_score": 0.472,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.7,
"dock_utilization_pct": 82,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"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": 2.2,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.5,
"occupancy_90d": 0.874,
"rent_growth_30d_pct": 1.3,
"rent_growth_90d_pct": 3.41,
"tenant_expansion_probability": 0.241
} | {
"annualized_noi_impact_usd": -83138,
"annualized_revenue_impact_usd": -128045,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 727368,
"expansion_capture_probability_post_event": 0.124,
"lease_rate_change_pct": -0.05,
"occupancy_shift": -0.016,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.82
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.45
},
{
"action": "escal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.515,
"capital_availability": 0.029,
"demand_pressure": 0.433,
"entitlement_friction": 0.444,
"labor_shortage": 0.612,
"portfolio_tightness": 0.548,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-104119",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:08:00Z",
"trace_id": "97f877f8-4201-4eaa-b070-b2ad80236de7"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": -0.022,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.113,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.23,
"battery_mwh": 5.61,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-DCC238AB19",
"grid_service_limit_mw": 13.66,
"gross_sqft": 546489,
"infill_site": true,
"lease_expiry_months": 9,
"... | {
"capital_availability": 0.813,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.685,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.399,
"nearby_nodes": 6,
"network_redundancy_score": 0.783,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 380866... | [
{
"appointment_fill_pct": 70,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 25.1,
"dock_utilization_pct": 76.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 10.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.63,
"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": 2.37,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.9,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 1.34,
"rent_growth_90d_pct": 2.92,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -37374,
"annualized_revenue_impact_usd": -54569,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 505949,
"expansion_capture_probability_post_event": 0.201,
"lease_rate_change_pct": -0.76,
"occupancy_shift": 0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 27.8
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 27.61
},
{
"action": "monitor_and_stage",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.226,
"capital_availability": 0.813,
"demand_pressure": 0.163,
"entitlement_friction": 0.399,
"labor_shortage": 0.565,
"portfolio_tightness": 0.477,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-104120",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:07:00Z",
"trace_id": "646612b8-1563-4e27-a297-cef50f494fdf"
} | {
"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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.19,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.484,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.24,
"battery_mwh": 6.58,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-0D25427979",
"grid_service_limit_mw": 17.88,
"gross_sqft": 897810,
"infill_site": true,
"lease_expiry_months": 17,
"occu... | {
"capital_availability": 0.776,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.741,
"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.107,
"nearby_nodes": 6,
"network_redundancy_score": 0.518,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.8,
"dock_utilization_pct": 83.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"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": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.6,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 2.4,
"rent_growth_90d_pct": 4.14,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -24548,
"annualized_revenue_impact_usd": -35505,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 45,
"estimated_capex_usd": 503922,
"expansion_capture_probability_post_event": 0.335,
"lease_rate_change_pct": 2.01,
"occupancy_shift": -0.009,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.42
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.03
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.342,
"capital_availability": 0.776,
"demand_pressure": 0.516,
"entitlement_friction": 0.107,
"labor_shortage": 0.646,
"portfolio_tightness": 0.553,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-104121",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:59:00Z",
"trace_id": "0c0e289e-d2cd-4ce9-843a-ed4391b3d305"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"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": 0.005,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.239,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.33,
"battery_mwh": 3.78,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 120,
"facility_id": "FAC-553B59E1DD",
"grid_service_limit_mw": 22.01,
"gross_sqft": 1200116,
"infill_site": true,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.655,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.577,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.293,
"nearby_nodes": 6,
"network_redundancy_score": 0.761,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.8,
"dock_utilization_pct": 79.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"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": 1.96,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.1,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 1.22,
"rent_growth_90d_pct": 0.25,
"tenant_expansion_probability": 0.167
... | {
"annualized_noi_impact_usd": -258388,
"annualized_revenue_impact_usd": -371725,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 45,
"estimated_capex_usd": 620952,
"expansion_capture_probability_post_event": 0.062,
"lease_rate_change_pct": -3.23,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.93
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.63
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.419,
"capital_availability": 0.655,
"demand_pressure": 0.309,
"entitlement_friction": 0.293,
"labor_shortage": 0.868,
"portfolio_tightness": 0.576,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-104122",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:59:00Z",
"trace_id": "a3e76de4-a2c5-4c11-9150-7708afc29a08"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.217,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.275,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.64,
"battery_mwh": 8.74,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-F6B95A0C51",
"grid_service_limit_mw": 12.55,
"gross_sqft": 851445,
"infill_site": false,
"lease_expiry_months": 31,
"occ... | {
"capital_availability": 0.431,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.256,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.387,
"nearby_nodes": 8,
"network_redundancy_score": 0.867,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 57,
"dock_utilization_pct": 89.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 35.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.1,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 3.14,
"rent_growth_90d_pct": 5.11,
"tenant_expansion_probability": 0.461
} | {
"annualized_noi_impact_usd": 112957,
"annualized_revenue_impact_usd": 188417,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 436705,
"expansion_capture_probability_post_event": 0.382,
"lease_rate_change_pct": 2.49,
"occupancy_shift": 0.019,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.24
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.25
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.628,
"capital_availability": 0.431,
"demand_pressure": 0.807,
"entitlement_friction": 0.387,
"labor_shortage": 0.965,
"portfolio_tightness": 0.556,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-104123",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:11:00Z",
"trace_id": "9078ed28-0770-4689-9948-e2f9d3446fbe"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"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": 0.065,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.137,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.54,
"battery_mwh": 1.86,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-45F2B514D7",
"grid_service_limit_mw": 16.82,
"gross_sqft": 350006,
"infill_site": false,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.377,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.721,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.399,
"nearby_nodes": 2,
"network_redundancy_score": 0.529,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 83.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 67.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.27,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.9,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 1.98,
"rent_growth_90d_pct": 3.34,
"tenant_expansion_probability": 0.228
} | {
"annualized_noi_impact_usd": -24692,
"annualized_revenue_impact_usd": -33800,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 601029,
"expansion_capture_probability_post_event": 0.124,
"lease_rate_change_pct": -0.34,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.8
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.65
},
{
"action": "lock_power_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.428,
"capital_availability": 0.377,
"demand_pressure": 0.529,
"entitlement_friction": 0.399,
"labor_shortage": 0.731,
"portfolio_tightness": 0.551,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-104124",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:02:00Z",
"trace_id": "515ea358-2df4-4c90-8b0d-659bcd051d54"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.218,
"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": 0.52,
"battery_mwh": 4.03,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-2BE4461C9E",
"grid_service_limit_mw": 13.46,
"gross_sqft": 1270069,
"infill_site": false,
"lease_expiry_months": 19,
"o... | {
"capital_availability": 0.618,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.454,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.085,
"nearby_nodes": 5,
"network_redundancy_score": 0.34,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7314... | [
{
"appointment_fill_pct": 78.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 84.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 36,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.6,
"occupancy_90d": 0.982,
"rent_growth_30d_pct": 1.94,
"rent_growth_90d_pct": 2.79,
"tenant_expansion_probability": 0.463
} | {
"annualized_noi_impact_usd": 26442,
"annualized_revenue_impact_usd": 43896,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 315042,
"expansion_capture_probability_post_event": 0.408,
"lease_rate_change_pct": 1.51,
"occupancy_shift": 0.007,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.7
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.28
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.618,
"demand_pressure": 0.616,
"entitlement_friction": 0.085,
"labor_shortage": 0.734,
"portfolio_tightness": 0.412,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-104125",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:58:00Z",
"trace_id": "50ce6e67-523b-4564-987a-91fc220c367e"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.391,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.17,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.21,
"battery_mwh": 5.39,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-659BADD9BB",
"grid_service_limit_mw": 16.89,
"gross_sqft": 704226,
"infill_site": false,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.503,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.504,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.499,
"nearby_nodes": 5,
"network_redundancy_score": 0.788,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 86,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 87.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"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": 1.49,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.3,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 1.07,
"rent_growth_90d_pct": 0.12,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": 89444,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 531737,
"expansion_capture_probability_post_event": 0.49,
"lease_rate_change_pct": 0.28,
"occupancy_shift": 0.02,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.66
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.09
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.503,
"demand_pressure": 0.787,
"entitlement_friction": 0.499,
"labor_shortage": 0.643,
"portfolio_tightness": 0.344,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-104126",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:28:00Z",
"trace_id": "2e104271-4b45-4e64-97ef-7ef6511addcd"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.176,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.249,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.76,
"battery_mwh": 9.24,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-D14153B0D7",
"grid_service_limit_mw": 19.91,
"gross_sqft": 1290173,
"infill_site": false,
"lease_expiry_months": 27,
"o... | {
"capital_availability": 0.06,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.583,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.126,
"nearby_nodes": 6,
"network_redundancy_score": 0.831,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.6,
"dock_utilization_pct": 81.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 0.46,
"rent_growth_90d_pct": 2.43,
"tenant_expansion_probability": 0.312
} | {
"annualized_noi_impact_usd": -138058,
"annualized_revenue_impact_usd": -237515,
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"decision_horizon_days": 60,
"estimated_capex_usd": 435484,
"expansion_capture_probability_post_event": 0.224,
"lease_rate_change_pct": 0.29,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.29
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.84
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.06,
"demand_pressure": 0.442,
"entitlement_friction": 0.126,
"labor_shortage": 0.673,
"portfolio_tightness": 0.423,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-104127",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:21:00Z",
"trace_id": "6b73b322-c36a-4134-9258-7a540bb90e8e"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"growth_rate": 0.209,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.04,
"seasonality": 0.74,
"service_le... | {
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"battery_mwh": 7.02,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-C4D4FFA2E7",
"grid_service_limit_mw": 6.56,
"gross_sqft": 851568,
"infill_site": false,
"lease_expiry_months": 37,
"occu... | {
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"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.532,
"cross_node_rebalancing_capacity_pct": 0.09,
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"nearby_nodes": 2,
"network_redundancy_score": 0.754,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 397... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 84.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"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": 2.45,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.3,
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"rent_growth_30d_pct": 2.39,
"rent_growth_90d_pct": 3.3,
"tenant_expansion_probability": 0.415
} | {
"annualized_noi_impact_usd": 56817,
"annualized_revenue_impact_usd": 81748,
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"expansion_capture_probability_post_event": 0.329,
"lease_rate_change_pct": 1.13,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.18
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.46
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.858,
"capital_availability": 0.244,
"demand_pressure": 0.528,
"entitlement_friction": 0.309,
"labor_shortage": 0.78,
"portfolio_tightness": 0.665,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-104128",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:20:00Z",
"trace_id": "d3a99e2f-3582-4952-ab6d-d20317d02224"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.099,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.34,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.67,
"battery_mwh": 1.89,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 45,
"facility_id": "FAC-8F9BB9886E",
"grid_service_limit_mw": 14.28,
"gross_sqft": 452986,
"infill_site": false,
"lease_expiry_months": 35,
"occu... | {
"capital_availability": 0.14,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.522,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.367,
"nearby_nodes": 5,
"network_redundancy_score": 0.314,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 73.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 80.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"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": 2.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.3,
"occupancy_90d": 0.887,
"rent_growth_30d_pct": 1.65,
"rent_growth_90d_pct": 3.55,
"tenant_expansion_probability": 0.275... | {
"annualized_noi_impact_usd": -105752,
"annualized_revenue_impact_usd": -174568,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 588203,
"expansion_capture_probability_post_event": 0.161,
"lease_rate_change_pct": -0.13,
"occupancy_shift": -0.015,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.96
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.14
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.295,
"capital_availability": 0.14,
"demand_pressure": 0.327,
"entitlement_friction": 0.367,
"labor_shortage": 0.808,
"portfolio_tightness": 0.608,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-104129",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:00:00Z",
"trace_id": "7b7d27f7-bccb-49b2-a815-fe8a6518fb66"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.16,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.329,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.75,
"battery_mwh": 5.25,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-3A504C1027",
"grid_service_limit_mw": 22.8,
"gross_sqft": 782193,
"infill_site": true,
"lease_expiry_months": 20,
"... | {
"capital_availability": 0.511,
"cluster_utilization_pct": 0.937,
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"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.57,
"nearby_nodes": 7,
"network_redundancy_score": 0.422,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2178350... | [
{
"appointment_fill_pct": 86,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 83.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.5,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 1.52,
"rent_growth_90d_pct": 1.46,
"tenant_expansion_probability": 0.352
} | {
"annualized_noi_impact_usd": -54354,
"annualized_revenue_impact_usd": -93441,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 547681,
"expansion_capture_probability_post_event": 0.248,
"lease_rate_change_pct": -1.06,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.49
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.24
},
{
"action": "hold_service_levels_flat",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.546,
"entitlement_friction": 0.57,
"labor_shortage": 0.822,
"portfolio_tightness": 0.507,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-104130",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:49:00Z",
"trace_id": "eed3fa6b-d501-459d-b1c1-4556e61aef1b"
} | {
"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",
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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": 8.7,
"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": 0.448,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.096,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.58,
"battery_mwh": 9.17,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-4F792F2BA2",
"grid_service_limit_mw": 19.3,
"gross_sqft": 392260,
"infill_site": false,
"lease_expiry_months": 39,
"occu... | {
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"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.56,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.644,
"nearby_nodes": 5,
"network_redundancy_score": 0.409,
"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": 76.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"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": "moderate",
"forecast... | {
"build_vs_buy_score": 2.15,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.95,
"rent_growth_90d_pct": 1.71,
"tenant_expansion_probability": 0.644
} | {
"annualized_noi_impact_usd": 28257,
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"decision_horizon_days": 90,
"estimated_capex_usd": 719655,
"expansion_capture_probability_post_event": 0.53,
"lease_rate_change_pct": 1.34,
"occupancy_shift": 0.014,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 42.81
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.52
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.423,
"demand_pressure": 0.693,
"entitlement_friction": 0.644,
"labor_shortage": 0.618,
"portfolio_tightness": 0.477,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.869,
"id": "FORGE-104131",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T06:41:00Z",
"trace_id": "353fc7e7-cf39-4c0b-9d42-77a5e2bff15b"
} | {
"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": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.302,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 6.24,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-91788599A8",
"grid_service_limit_mw": 13.08,
"gross_sqft": 214657,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.476,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.761,
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"nearby_nodes": 5,
"network_redundancy_score": 0.843,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 14... | [
{
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"dock_utilization_pct": 88.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 28.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 1.81,
"rent_growth_90d_pct": 3.99,
"tenant_expansion_probability": 0.597
} | {
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"lease_rate_change_pct": 2.86,
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"service_penalty_risk_us... | {
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{
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"reason": "capture_growth,tenant_lock_in",
"score": 46.13
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.84
},
{
... | {
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"demand_pressure": 0.82,
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"labor_shortage": 0.74,
"portfolio_tightness": 0.402,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-104132",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:48:00Z",
"trace_id": "1785abd4-05c2-4fb8-bc51-4ede8911751c"
} | {
"airport_proximity_km": 71,
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"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.317,
"seasonality": 0.74,
"service_level... | {
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"battery_mwh": 6.63,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-1B943BD65C",
"grid_service_limit_mw": 16.17,
"gross_sqft": 1231904,
"infill_site": true,
"lease_expiry_months": 62,
"oc... | {
"capital_availability": 0.668,
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"nearby_nodes": 5,
"network_redundancy_score": 0.334,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 91.4,
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"dock_utilization_pct": 83.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fill... | {
"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": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.1,
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"rent_growth_30d_pct": 2.49,
"rent_growth_90d_pct": 4.01,
"tenant_expansion_probability": 0.448
} | {
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"expansion_capture_probability_post_event": 0.36,
"lease_rate_change_pct": 1.32,
"occupancy_shift": 0.001,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.68
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.12
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.668,
"demand_pressure": 0.478,
"entitlement_friction": 0.517,
"labor_shortage": 0.927,
"portfolio_tightness": 0.672,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-104133",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:29:00Z",
"trace_id": "a810377f-88e8-4b33-9c0c-1eb906e44343"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "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": 0.392,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 9.82,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-87FEA40082",
"grid_service_limit_mw": 10.03,
"gross_sqft": 997768,
"infill_site": false,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.292,
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"nearby_nodes": 3,
"network_redundancy_score": 0.688,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 91... | [
{
"appointment_fill_pct": 89.6,
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"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 82.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"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": 2.48,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.969,
"rent_growth_30d_pct": 2.19,
"rent_growth_90d_pct": 4.24,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": -359863,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.221,
"lease_rate_change_pct": 0.69,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.74
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.61
},
{
"action": "activ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.292,
"demand_pressure": 0.424,
"entitlement_friction": 0.456,
"labor_shortage": 0.906,
"portfolio_tightness": 0.711,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-104134",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T23:39:00Z",
"trace_id": "47a029d5-5309-401c-928f-466956701f27"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.176,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.061,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.26,
"battery_mwh": 9.46,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-51D403FEAC",
"grid_service_limit_mw": 6.74,
"gross_sqft": 426784,
"infill_site": true,
"lease_expiry_months": 57,
"... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.903,
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"entitlement_friction": 0.592,
"nearby_nodes": 3,
"network_redundancy_score": 0.318,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 214851... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.2,
"dock_utilization_pct": 86.1,
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"power_load_pct_of_service_limit": 46.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.34,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
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"market_entry_score": 74,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.71,
"rent_growth_90d_pct": 2.77,
"tenant_expansion_probability": 0.392
} | {
"annualized_noi_impact_usd": -4985,
"annualized_revenue_impact_usd": -6760,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.29,
"lease_rate_change_pct": -0.06,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 38.81
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.06
},
{
... | {
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"demand_pressure": 0.608,
"entitlement_friction": 0.592,
"labor_shortage": 0.985,
"portfolio_tightness": 0.713,
"pow... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-104135",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:54:00Z",
"trace_id": "6b2edf8c-4404-41e4-8e34-bdf2fa6b702b"
} | {
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"highway_access_score": 0.95,
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"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": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.159,
"seasonality": 0.49,
"service_level_target":... | {
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"battery_mwh": 12.09,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
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"facility_id": "FAC-104D93417B",
"grid_service_limit_mw": 8.54,
"gross_sqft": 872534,
"infill_site": false,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.427,
"cluster_utilization_pct": 0.9,
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"nearby_nodes": 5,
"network_redundancy_score": 0.411,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
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"power_load_pct_of_service_limit": 82.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.8,
"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": "moderate",
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"rent_growth_30d_pct": 2.55,
"rent_growth_90d_pct": 1.29,
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} | {
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"lease_rate_change_pct": 0.09,
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"service_penalty_risk_usd... | {
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{
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"score": 40.84
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.21
},
{
"action": "rebalance_carr... | {
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-104136",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:44:00Z",
"trace_id": "4721df19-d568-43c6-90e9-3dcbaa74cb18"
} | {
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"highway_access_score": 0.94,
"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",
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},
{
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
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"risk_of_churn": 0.11,
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"gross_sqft": 341322,
"infill_site": true,
"lease_expiry_months": 11,
"occu... | {
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"network_redundancy_score": 0.811,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_... | {
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"for... | {
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} | {
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},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.97
},
{
"action": "rebalance_carrier... | {
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... |
1.0.0-forge-industrial-sample | {
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:26:00Z",
"trace_id": "9827dae2-64a0-4448-881b-344bdcb22681"
} | {
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"highway_access_score": 0.93,
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"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.087,
"seasonality": 0.74,
"service_... | {
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"clear_height_ft": 40,
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"grid_service_limit_mw": 25.1,
"gross_sqft": 601658,
"infill_site": false,
"lease_expiry_months": 69,
"... | {
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"network_redundancy_score": 0.57,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 87.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fil... | {
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"confidence_band": "moderate",
"forecast_... | {
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} | {
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"lease_rate_change_pct": 2.98,
"occupancy_shift": 0.018,
"service_penalty_risk_usd... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 37.53
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.86
},
{
"action": "secure_pop_up_ca... | {
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"labor_shortage": 0.885,
"portfolio_tightness": 0.518,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-104138",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:17:00Z",
"trace_id": "c6b3b5bf-76e8-443f-8f11-149400f97162"
} | {
"airport_proximity_km": 28,
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"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.275,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 9.11,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 149,
"facility_id": "FAC-E64C672929",
"grid_service_limit_mw": 24.23,
"gross_sqft": 1491943,
"infill_site": false,
"lease_expiry_months": 12,... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.379,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
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"dock_utilization_pct": 81,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 68.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"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": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.18,
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 84,
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"rent_growth_30d_pct": 0.76,
"rent_growth_90d_pct": 1.08,
"tenant_expansion_probability": 0.34
} | {
"annualized_noi_impact_usd": -197650,
"annualized_revenue_impact_usd": -266568,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.225,
"lease_rate_change_pct": -1.41,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.54
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.02
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.456,
"capital_availability": 0.312,
"demand_pressure": 0.392,
"entitlement_friction": 0.5,
"labor_shortage": 0.809,
"portfolio_tightness": 0.505,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-104139",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:46:00Z",
"trace_id": "fad68ae8-66ba-4d9b-b87f-3c0517eb0b7d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.377,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.72,
"battery_mwh": 0.43,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-93B9FD07C3",
"grid_service_limit_mw": 19.97,
"gross_sqft": 463242,
"infill_site": false,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.65,
"cluster_utilization_pct": 0.971,
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"cross_node_rebalancing_capacity_pct": 0.067,
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"nearby_nodes": 2,
"network_redundancy_score": 0.841,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 55.7,
"dock_utilization_pct": 87.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 48.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.84,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.5,
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"rent_growth_30d_pct": 2.73,
"rent_growth_90d_pct": 4.3,
"tenant_expansion_probability": 0.622
} | {
"annualized_noi_impact_usd": 20601,
"annualized_revenue_impact_usd": 26618,
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"decision_horizon_days": 30,
"estimated_capex_usd": 585836,
"expansion_capture_probability_post_event": 0.525,
"lease_rate_change_pct": 2.91,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
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{
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"reason": "capture_growth,tenant_lock_in",
"score": 40.68
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.18
},
{
... | {
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"entitlement_friction": 0.241,
"labor_shortage": 0.99,
"portfolio_tightness": 0.511,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-104140",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:12:00Z",
"trace_id": "99998959-559a-4548-ab76-a03ecd587421"
} | {
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"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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},
... | {
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"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"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.45,
"seasonality": 0.74,
"service_level... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"facility_id": "FAC-5B8DF06C6A",
"grid_service_limit_mw": 7.94,
"gross_sqft": 545561,
"infill_site": true,
"lease_expiry_months": 31,
"occup... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.791,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 104... | [
{
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"dock_utilization_pct": 83.1,
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"power_load_pct_of_service_limit": 39.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fil... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"rent_growth_90d_pct": 1.33,
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} | {
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"lease_rate_change_pct": -0.84,
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"service_penalty_ris... | {
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{
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"score": 37.62
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 35.15
},
{
"action": "activate_temp... | {
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"labor_shortage": 0.987,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-104141",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T05:08:00Z",
"trace_id": "ecb4210b-a056-4365-84ac-2f7ce08eabe7"
} | {
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"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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "standard",
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"se... | {
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"network_redundancy_score": 0.432,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 13568... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_rate_pc... | {
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{
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.91
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.892,
"id": "FORGE-104142",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:55:00Z",
"trace_id": "d139e8ad-e9a6-499a-9e0f-d1cf7070a637"
} | {
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"region": "mountain_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.079,
"seasonality": 0.82,
"service_level_target": 0... | {
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"lease_expiry_months": 31... | {
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"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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} | {
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{
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.61
},
{
"action": "rebalance_carri... | {
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"labor_shortage": 0.828,
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"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-104143",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:26:00Z",
"trace_id": "b4dda143-a1ae-45a8-9fd5-5026261af221"
} | {
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"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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.9,
"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": 0.339,
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"service_... | {
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"grid_service_limit_mw": 13.74,
"gross_sqft": 880251,
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... | {
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"network_redundancy_score": 0.717,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"power_load_pct_of_service_limit": 49.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10,
"shift_fill... | {
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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.",
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"forecas... | {
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} | {
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{
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"score": 52.1
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.64
},
{
"action": "reba... | {
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-104144",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:55:00Z",
"trace_id": "1ee22e48-8ba1-4faf-bb72-d25c7ea68ba6"
} | {
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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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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.162,
"seasonality": 0.49,
"service_level_target":... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": true,
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"facility_id": "FAC-B031438BD0",
"grid_service_limit_mw": 17.67,
"gross_sqft": 160000,
"infill_site": false,
"lease_expiry_months": 21,
"... | {
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"network_redundancy_score": 0.794,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
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"dock_utilization_pct": 77.4,
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"power_load_pct_of_service_limit": 82.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.1,
"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": "very_high",
"fo... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.6,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 0.71,
"rent_growth_90d_pct": -0.31,
"tenant_expansion_probability": 0.24
} | {
"annualized_noi_impact_usd": -24417,
"annualized_revenue_impact_usd": -33407,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 716151,
"expansion_capture_probability_post_event": 0.173,
"lease_rate_change_pct": -3.34,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.01
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 36.37
},
{
"action": "monitor_and_stage",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.873,
"demand_pressure": 0.236,
"entitlement_friction": 0.589,
"labor_shortage": 0.542,
"portfolio_tightness": 0.383,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-104145",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:24:00Z",
"trace_id": "f8a995e3-8f2a-46e9-abde-2bbb8d1bd650"
} | {
"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": [
{
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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-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.143,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.6,
"battery_mwh": 3.66,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-6124EAF2FB",
"grid_service_limit_mw": 9.68,
"gross_sqft": 828786,
"infill_site": false,
"lease_expiry_months": 61,
"occup... | {
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"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.54,
"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.487,
"nearby_nodes": 5,
"network_redundancy_score": 0.435,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1555... | [
{
"appointment_fill_pct": 78.3,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 85,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.37,
"rent_growth_90d_pct": 2.02,
"tenant_expansion_probability": 0.343
} | {
"annualized_noi_impact_usd": -104271,
"annualized_revenue_impact_usd": -165622,
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"decision_horizon_days": 60,
"estimated_capex_usd": 497366,
"expansion_capture_probability_post_event": 0.233,
"lease_rate_change_pct": -1.05,
"occupancy_shift": 0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.94
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.97
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
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"demand_pressure": 0.58,
"entitlement_friction": 0.487,
"labor_shortage": 1,
"portfolio_tightness": 0.603,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-104146",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T04:38:00Z",
"trace_id": "380770ed-d814-4062-bb28-1e094a1316c8"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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": "500m_1b",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.212,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 5.01,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-593BF2F643",
"grid_service_limit_mw": 9.4,
"gross_sqft": 905864,
"infill_site": true,
"lease_expiry_months": 23,
"o... | {
"capital_availability": 0.633,
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"competitive_pressure_score": 0.504,
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"nearby_nodes": 5,
"network_redundancy_score": 0.389,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 93.3,
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"dock_utilization_pct": 87.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.7,
"shift_fill_ra... | {
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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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"rent_growth_30d_pct": 5.15,
"rent_growth_90d_pct": 4.69,
"tenant_expansion_probability": 0.393
} | {
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"expansion_capture_probability_post_event": 0.35,
"lease_rate_change_pct": 0.84,
"occupancy_shift": 0.033,
"service_penalty_risk_us... | {
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{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 29.09
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.64
},
{
"action": "monitor_and_st... | {
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"capital_availability": 0.633,
"demand_pressure": 0.715,
"entitlement_friction": 0.696,
"labor_shortage": 0.701,
"portfolio_tightness": 0.63,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-104147",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:47:00Z",
"trace_id": "57887baa-0447-415f-8c7a-6b34a4504f04"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.186,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 1.03,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-A3B75B70A4",
"grid_service_limit_mw": 14.7,
"gross_sqft": 885030,
"infill_site": false,
"lease_expiry_months": 9,
"occup... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.86,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 47... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 78.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"rent_growth_30d_pct": 0,
"rent_growth_90d_pct": -0.77,
"tenant_expansion_probability": 0.099
} | {
"annualized_noi_impact_usd": -225557,
"annualized_revenue_impact_usd": -347972,
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4,
"occupancy_shift": -0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 47.31
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 38.89
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.665,
"demand_pressure": 0.292,
"entitlement_friction": 0.097,
"labor_shortage": 0.773,
"portfolio_tightness": 0.393,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-104148",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:46:00Z",
"trace_id": "485fba0d-202f-43e5-8298-d8be2d33b244"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "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": "50m_100m",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.332,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.45,
"battery_mwh": 8.13,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-913FA47121",
"grid_service_limit_mw": 17.84,
"gross_sqft": 1181128,
"infill_site": false,
"lease_expiry_months": 39,... | {
"capital_availability": 0.052,
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"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.391,
"nearby_nodes": 8,
"network_redundancy_score": 0.523,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 85.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 69,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.829,
"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": 1.62,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.3,
"occupancy_90d": 0.881,
"rent_growth_30d_pct": 1.22,
"rent_growth_90d_pct": 2.24,
"tenant_expansion_probability": 0.578... | {
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"expansion_capture_probability_post_event": 0.465,
"lease_rate_change_pct": 1.36,
"occupancy_shift": -0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.01
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.1
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.052,
"demand_pressure": 0.621,
"entitlement_friction": 0.391,
"labor_shortage": 0.835,
"portfolio_tightness": 0.467,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-104149",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T02:18:00Z",
"trace_id": "ebdcdd36-af6d-40ab-a3f3-0bc9b91269c4"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.445,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.235,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.2,
"battery_mwh": 9.3,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 29,
"facility_id": "FAC-17D54855DE",
"grid_service_limit_mw": 13.44,
"gross_sqft": 294530,
"infill_site": false,
"lease_expiry_months": 8,
"occupa... | {
"capital_availability": 0.525,
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"entitlement_friction": 0.295,
"nearby_nodes": 4,
"network_redundancy_score": 0.616,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 97.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.3,
"dock_utilization_pct": 89.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 47.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"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": 1.6,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.1,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 2.26,
"rent_growth_90d_pct": 4.32,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 47841,
"annualized_revenue_impact_usd": 81101,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 413357,
"expansion_capture_probability_post_event": 0.567,
"lease_rate_change_pct": 3.92,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.73
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.03
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.893,
"capital_availability": 0.525,
"demand_pressure": 0.871,
"entitlement_friction": 0.295,
"labor_shortage": 0.718,
"portfolio_tightness": 0.439,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-104150",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:21:00Z",
"trace_id": "f318fbe7-b7c2-4a81-8478-043f3e875469"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.101,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.345,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.38,
"battery_mwh": 10.6,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 71,
"facility_id": "FAC-9718CA85AC",
"grid_service_limit_mw": 8.75,
"gross_sqft": 713988,
"infill_site": true,
"lease_expiry_months": 61,
"occupa... | {
"capital_availability": 0.891,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.587,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.378,
"nearby_nodes": 7,
"network_redundancy_score": 0.831,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 33.7,
"dock_utilization_pct": 80.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 87.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.712,
"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": 3.06,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.2,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 3.68,
"rent_growth_90d_pct": 3.24,
"tenant_expansion_probability": 0.374
} | {
"annualized_noi_impact_usd": -38377,
"annualized_revenue_impact_usd": -59746,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 745612,
"expansion_capture_probability_post_event": 0.297,
"lease_rate_change_pct": -0.59,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 62.94
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 43.11
},
{
"action": "activate_temp_labor... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.137,
"capital_availability": 0.891,
"demand_pressure": 0.337,
"entitlement_friction": 0.378,
"labor_shortage": 0.839,
"portfolio_tightness": 0.642,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-104151",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T04:24:00Z",
"trace_id": "730a6b5e-0a5d-45b7-b804-d9f63dc0c40e"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"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": 0.328,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.295,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.32,
"battery_mwh": 2.92,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-ACD41F794F",
"grid_service_limit_mw": 13.34,
"gross_sqft": 770153,
"infill_site": false,
"lease_expiry_months": 71,
"occ... | {
"capital_availability": 0.805,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.804,
"cross_node_rebalancing_capacity_pct": 0.194,
"entitlement_friction": 0.55,
"nearby_nodes": 7,
"network_redundancy_score": 0.314,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 90.4,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 88.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.713,
"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": 2.67,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.34,
"rent_growth_90d_pct": 3.02,
"tenant_expansion_probability": 0.673
} | {
"annualized_noi_impact_usd": 236674,
"annualized_revenue_impact_usd": 323275,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 427593,
"expansion_capture_probability_post_event": 0.639,
"lease_rate_change_pct": 1.91,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.85
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.636,
"capital_availability": 0.805,
"demand_pressure": 0.791,
"entitlement_friction": 0.55,
"labor_shortage": 0.802,
"portfolio_tightness": 0.555,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-104152",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T04:04:00Z",
"trace_id": "78fbe2a8-c717-48e8-b09d-fd234b1768ca"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.7,
"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": 0.444,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.27,
"seasonality": 0.33,
"service_le... | {
"automation_penetration": 0.62,
"battery_mwh": 7.57,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 133,
"facility_id": "FAC-E75AEEFE88",
"grid_service_limit_mw": 11.75,
"gross_sqft": 1337926,
"infill_site": true,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.154,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.313,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.423,
"nearby_nodes": 2,
"network_redundancy_score": 0.524,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 92.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.1,
"dock_utilization_pct": 87.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 66.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"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": 2.52,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.8,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 2.92,
"rent_growth_90d_pct": 3.79,
"tenant_expansion_probability": 0.668
} | {
"annualized_noi_impact_usd": 289669,
"annualized_revenue_impact_usd": 470600,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 30,
"estimated_capex_usd": 492253,
"expansion_capture_probability_post_event": 0.569,
"lease_rate_change_pct": 3.07,
"occupancy_shift": 0.01,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.62
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.3
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.545,
"capital_availability": 0.154,
"demand_pressure": 0.74,
"entitlement_friction": 0.423,
"labor_shortage": 0.738,
"portfolio_tightness": 0.562,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-104153",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:52:00Z",
"trace_id": "9b4e82a7-2e44-42e1-9703-19acb926acec"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.426,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.218,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.65,
"battery_mwh": 7.88,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-03446F7570",
"grid_service_limit_mw": 18.27,
"gross_sqft": 385326,
"infill_site": false,
"lease_expiry_months": 48,
"occ... | {
"capital_availability": 0.467,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.648,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.458,
"nearby_nodes": 5,
"network_redundancy_score": 0.378,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.6,
"dock_utilization_pct": 84,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.834,
"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": 1.46,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.6,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 0.27,
"rent_growth_90d_pct": -0.79,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -1793,
"annualized_revenue_impact_usd": -2878,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 45,
"estimated_capex_usd": 698363,
"expansion_capture_probability_post_event": 0.41,
"lease_rate_change_pct": -1.13,
"occupancy_shift": 0,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 43.78
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.56
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.871,
"capital_availability": 0.467,
"demand_pressure": 0.583,
"entitlement_friction": 0.458,
"labor_shortage": 0.792,
"portfolio_tightness": 0.391,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-104154",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T03:07:00Z",
"trace_id": "0fbf0bfb-399b-4c86-8c82-62c8be97a7a3"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.386,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.213,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.43,
"battery_mwh": 1.42,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 34,
"facility_id": "FAC-A4F7FE75CC",
"grid_service_limit_mw": 20.69,
"gross_sqft": 349528,
"infill_site": false,
"lease_expiry_months": 47,
"occu... | {
"capital_availability": 0.11,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.726,
"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.471,
"nearby_nodes": 6,
"network_redundancy_score": 0.492,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.4,
"dock_utilization_pct": 86.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 86.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.848,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.3,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 1.26,
"rent_growth_90d_pct": 0.29,
"tenant_expansion_probability": 0.505
} | {
"annualized_noi_impact_usd": -2088,
"annualized_revenue_impact_usd": -2817,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 653460,
"expansion_capture_probability_post_event": 0.383,
"lease_rate_change_pct": -0.44,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.19
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.44
},
{
"action": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.81,
"capital_availability": 0.11,
"demand_pressure": 0.719,
"entitlement_friction": 0.471,
"labor_shortage": 0.678,
"portfolio_tightness": 0.421,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-104155",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T03:10:00Z",
"trace_id": "85c1ea5d-c557-47a8-b7f7-3afa52fc4420"
} | {
"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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.072,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.226,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.45,
"battery_mwh": 12.24,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 106,
"facility_id": "FAC-38AE17BF54",
"grid_service_limit_mw": 8.73,
"gross_sqft": 1069313,
"infill_site": true,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.426,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.8,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.434,
"nearby_nodes": 4,
"network_redundancy_score": 0.562,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 2923... | [
{
"appointment_fill_pct": 81,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 80.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 84.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.58,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.3,
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"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 3.54,
"tenant_expansion_probability": 0.23
} | {
"annualized_noi_impact_usd": -525093,
"annualized_revenue_impact_usd": -713800,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 694154,
"expansion_capture_probability_post_event": 0.102,
"lease_rate_change_pct": -0.83,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.44
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.11
},
{
"action": "re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.426,
"demand_pressure": 0.344,
"entitlement_friction": 0.434,
"labor_shortage": 1,
"portfolio_tightness": 0.661,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-104156",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:05:00Z",
"trace_id": "29a45842-e1cc-4971-95ac-74254cdd0358"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.6,
"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": 0.3,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.22,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.41,
"battery_mwh": 1.52,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 148,
"facility_id": "FAC-9C05C3AF6B",
"grid_service_limit_mw": 9.68,
"gross_sqft": 1482138,
"infill_site": false,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.066,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.605,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.793,
"nearby_nodes": 3,
"network_redundancy_score": 0.31,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 91.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 53.1,
"dock_utilization_pct": 86.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"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": 2.29,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.9,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 2.26,
"rent_growth_90d_pct": 4.85,
"tenant_expansion_probability": 0.52
} | {
"annualized_noi_impact_usd": 197406,
"annualized_revenue_impact_usd": 316066,
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"estimated_capex_usd": 532907,
"expansion_capture_probability_post_event": 0.405,
"lease_rate_change_pct": 2.18,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.6
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.56
},
{
"action": "secure_pop_up_capacity",
"reason":... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.066,
"demand_pressure": 0.633,
"entitlement_friction": 0.793,
"labor_shortage": 0.986,
"portfolio_tightness": 0.653,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-104157",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:31:00Z",
"trace_id": "65c46582-63fc-49b0-b3b2-5065ddf7af8f"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.036,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.416,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.33,
"battery_mwh": 9.01,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-C6C5BC6AC9",
"grid_service_limit_mw": 26.25,
"gross_sqft": 986254,
"infill_site": false,
"lease_expiry_months": 9,
"occu... | {
"capital_availability": 0.751,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.379,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.302,
"nearby_nodes": 8,
"network_redundancy_score": 0.685,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.9,
"dock_utilization_pct": 81.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 49.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.6,
"occupancy_90d": 0.87,
"rent_growth_30d_pct": 1.12,
"rent_growth_90d_pct": 3.2,
"tenant_expansion_probability": 0.208
} | {
"annualized_noi_impact_usd": -186518,
"annualized_revenue_impact_usd": -247155,
"cap_rate_pressure_pct": -0.13,
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"estimated_capex_usd": 569629,
"expansion_capture_probability_post_event": 0.111,
"lease_rate_change_pct": -0.64,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.78
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.66
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.459,
"capital_availability": 0.751,
"demand_pressure": 0.41,
"entitlement_friction": 0.302,
"labor_shortage": 0.909,
"portfolio_tightness": 0.508,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-104158",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T05:19:00Z",
"trace_id": "aea58b2c-dbdf-47e3-8f60-b7a7dc015fa9"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.385,
"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,
"ser... | {
"automation_penetration": 0.76,
"battery_mwh": 4.74,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-CCE49CDE09",
"grid_service_limit_mw": 8.06,
"gross_sqft": 1139152,
"infill_site": false,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.648,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.456,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.378,
"nearby_nodes": 2,
"network_redundancy_score": 0.771,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 92.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.2,
"dock_utilization_pct": 88,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.49,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.7,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 3,
"rent_growth_90d_pct": 4.55,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": 438816,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.478,
"lease_rate_change_pct": 3.06,
"occupancy_shift": 0.021,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.65
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.91
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.622,
"capital_availability": 0.648,
"demand_pressure": 0.743,
"entitlement_friction": 0.378,
"labor_shortage": 0.741,
"portfolio_tightness": 0.576,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-104159",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:24:00Z",
"trace_id": "1b3edf0d-5b8f-4253-9de8-acd17c981124"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.073,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.133,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.26,
"battery_mwh": 7.17,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-C6EC504102",
"grid_service_limit_mw": 8.92,
"gross_sqft": 814894,
"infill_site": false,
"lease_expiry_months": 33,
"occu... | {
"capital_availability": 0.256,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.421,
"cross_node_rebalancing_capacity_pct": 0.042,
"entitlement_friction": 0.399,
"nearby_nodes": 8,
"network_redundancy_score": 0.413,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 62... | [
{
"appointment_fill_pct": 94,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.2,
"dock_utilization_pct": 86.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.705,
"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": 2.98,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 5.35,
"rent_growth_90d_pct": 6.64,
"tenant_expansion_probability": 0.406
} | {
"annualized_noi_impact_usd": 77540,
"annualized_revenue_impact_usd": 107793,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 468666,
"expansion_capture_probability_post_event": 0.364,
"lease_rate_change_pct": 2.49,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.14
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.68
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.361,
"capital_availability": 0.256,
"demand_pressure": 0.608,
"entitlement_friction": 0.399,
"labor_shortage": 0.778,
"portfolio_tightness": 0.724,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-104160",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T04:20:00Z",
"trace_id": "0b879178-93c6-4bd3-800f-219208105fcb"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "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": 0.089,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.171,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.2,
"battery_mwh": 8.83,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-18F74F9749",
"grid_service_limit_mw": 12.85,
"gross_sqft": 576521,
"infill_site": true,
"lease_expiry_months": 27,
"occup... | {
"capital_availability": 0.339,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.783,
"cross_node_rebalancing_capacity_pct": 0.066,
"entitlement_friction": 0.246,
"nearby_nodes": 3,
"network_redundancy_score": 0.858,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 89.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 83.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.747,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.5,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 1.42,
"rent_growth_90d_pct": 0.43,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -24500,
"annualized_revenue_impact_usd": -41630,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 412136,
"expansion_capture_probability_post_event": 0.23,
"lease_rate_change_pct": -1.47,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.85
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.81
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.458,
"capital_availability": 0.339,
"demand_pressure": 0.521,
"entitlement_friction": 0.246,
"labor_shortage": 0.689,
"portfolio_tightness": 0.469,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.886,
"id": "FORGE-104161",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T05:42:00Z",
"trace_id": "d53a52de-e35c-486d-8f03-d094624f2771"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.2,
"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": 0.311,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.149,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.32,
"battery_mwh": 10.98,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 67,
"facility_id": "FAC-68CDE89039",
"grid_service_limit_mw": 10.29,
"gross_sqft": 675639,
"infill_site": false,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.045,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.504,
"cross_node_rebalancing_capacity_pct": 0.216,
"entitlement_friction": 0.642,
"nearby_nodes": 3,
"network_redundancy_score": 0.429,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50,
"dock_utilization_pct": 85.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 25.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.861,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.55,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.1,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 3.06,
"rent_growth_90d_pct": 4.33,
"tenant_expansion_probability": 0.495
} | {
"annualized_noi_impact_usd": -13040,
"annualized_revenue_impact_usd": -20603,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 671698,
"expansion_capture_probability_post_event": 0.354,
"lease_rate_change_pct": 1.41,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 43.65
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.63
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.524,
"capital_availability": 0.045,
"demand_pressure": 0.598,
"entitlement_friction": 0.642,
"labor_shortage": 0.902,
"portfolio_tightness": 0.696,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-104162",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T04:21:00Z",
"trace_id": "64d59d3f-63fe-4fc3-ada9-051cddb87a18"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.293,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.418,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.77,
"battery_mwh": 11.76,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-C427A8E647",
"grid_service_limit_mw": 8.15,
"gross_sqft": 1143126,
"infill_site": true,
"lease_expiry_months": 52,
"oc... | {
"capital_availability": 0.52,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.416,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.58,
"nearby_nodes": 6,
"network_redundancy_score": 0.565,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.4,
"dock_utilization_pct": 85.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 48.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.64,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.6,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 2.77,
"rent_growth_90d_pct": 3.09,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 40969,
"annualized_revenue_impact_usd": 63041,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 594286,
"expansion_capture_probability_post_event": 0.432,
"lease_rate_change_pct": 1.02,
"occupancy_shift": -0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.37
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.43
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.267,
"capital_availability": 0.52,
"demand_pressure": 0.61,
"entitlement_friction": 0.58,
"labor_shortage": 0.931,
"portfolio_tightness": 0.599,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-104163",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:41:00Z",
"trace_id": "a5a60de8-1e0a-4fc1-b86e-579f07902e00"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"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": 0.448,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.407,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.54,
"battery_mwh": 6.35,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-63CFA7F7CB",
"grid_service_limit_mw": 13.52,
"gross_sqft": 960263,
"infill_site": false,
"lease_expiry_months": 8,
"occu... | {
"capital_availability": 0.231,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.487,
"cross_node_rebalancing_capacity_pct": 0.194,
"entitlement_friction": 0.348,
"nearby_nodes": 3,
"network_redundancy_score": 0.374,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 93,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.4,
"dock_utilization_pct": 87.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"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": 2.39,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.4,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 2.86,
"rent_growth_90d_pct": 2.14,
"tenant_expansion_probability": 0.708
} | {
"annualized_noi_impact_usd": 275777,
"annualized_revenue_impact_usd": 412366,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 357941,
"expansion_capture_probability_post_event": 0.634,
"lease_rate_change_pct": 2.35,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.51
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.77
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.892,
"capital_availability": 0.231,
"demand_pressure": 0.717,
"entitlement_friction": 0.348,
"labor_shortage": 0.817,
"portfolio_tightness": 0.618,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-104164",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T03:11:00Z",
"trace_id": "72f95833-23b1-4b7c-8c09-ea44e24c4c3b"
} | {
"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": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.313,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.389,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.58,
"battery_mwh": 0.91,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-4F4EB78104",
"grid_service_limit_mw": 8.7,
"gross_sqft": 967081,
"infill_site": false,
"lease_expiry_months": 18,
"occup... | {
"capital_availability": 0.513,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.584,
"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.471,
"nearby_nodes": 6,
"network_redundancy_score": 0.643,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 55.3,
"dock_utilization_pct": 88.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 37.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"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": 2.56,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.4,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 3.85,
"rent_growth_90d_pct": 3.89,
"tenant_expansion_probability": 0.589
} | {
"annualized_noi_impact_usd": 214204,
"annualized_revenue_impact_usd": 327134,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 431262,
"expansion_capture_probability_post_event": 0.501,
"lease_rate_change_pct": 2.16,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.73
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.15
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.592,
"capital_availability": 0.513,
"demand_pressure": 0.745,
"entitlement_friction": 0.471,
"labor_shortage": 0.963,
"portfolio_tightness": 0.69,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-104165",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:21:00Z",
"trace_id": "2c9111f3-46fb-4404-9c07-33ea2f70e4ca"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"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": 0.004,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.313,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.57,
"battery_mwh": 2.95,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 53,
"facility_id": "FAC-3558F14ECA",
"grid_service_limit_mw": 15.63,
"gross_sqft": 538769,
"infill_site": false,
"lease_expiry_months": 38,
"occu... | {
"capital_availability": 0.165,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.441,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.771,
"nearby_nodes": 3,
"network_redundancy_score": 0.771,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.4,
"dock_utilization_pct": 78.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.27,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75,
"occupancy_90d": 0.863,
"rent_growth_30d_pct": -0.17,
"rent_growth_90d_pct": 2.02,
"tenant_expansion_probability": 0.096
} | {
"annualized_noi_impact_usd": -463643,
"annualized_revenue_impact_usd": -604414,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 90,
"estimated_capex_usd": 760010,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.96,
"occupancy_shift": -0.019,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.74
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.767,
"capital_availability": 0.165,
"demand_pressure": 0.265,
"entitlement_friction": 0.771,
"labor_shortage": 0.978,
"portfolio_tightness": 0.563,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.73,
"id": "FORGE-104166",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T05:12:00Z",
"trace_id": "105fa48b-9a4c-41c3-86e2-92a0047b4cbe"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.1,
"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": 0.043,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.451,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.72,
"battery_mwh": 10.11,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-C14E2C9255",
"grid_service_limit_mw": 8.59,
"gross_sqft": 1187899,
"infill_site": false,
"lease_expiry_months": 17,... | {
"capital_availability": 0.829,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.269,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.357,
"nearby_nodes": 7,
"network_redundancy_score": 0.848,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 75.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 27.5,
"dock_utilization_pct": 78.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 69.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.669,
"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": 2.78,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.3,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 1.94,
"rent_growth_90d_pct": 1.57,
"tenant_expansion_probability": 0.269
} | {
"annualized_noi_impact_usd": -280841,
"annualized_revenue_impact_usd": -474458,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 715109,
"expansion_capture_probability_post_event": 0.212,
"lease_rate_change_pct": -1.68,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.46
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 27.9
},
{
"action": "deploy_peak_shaving",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.543,
"capital_availability": 0.829,
"demand_pressure": 0.261,
"entitlement_friction": 0.357,
"labor_shortage": 0.609,
"portfolio_tightness": 0.541,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-104167",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:43:00Z",
"trace_id": "21b6fec1-b1f8-4018-85f1-98c7921565bb"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.172,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.325,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.47,
"battery_mwh": 9.01,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-EA5791B942",
"grid_service_limit_mw": 11.34,
"gross_sqft": 160000,
"infill_site": true,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.451,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.515,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.655,
"nearby_nodes": 8,
"network_redundancy_score": 0.314,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 81,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 84.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"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": 2.37,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76,
"occupancy_90d": 0.89,
"rent_growth_30d_pct": 1.88,
"rent_growth_90d_pct": 3.15,
"tenant_expansion_probability": 0.366
} | {
"annualized_noi_impact_usd": -18205,
"annualized_revenue_impact_usd": -29268,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 604686,
"expansion_capture_probability_post_event": 0.258,
"lease_rate_change_pct": 0.15,
"occupancy_shift": 0,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.4
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.29
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.736,
"capital_availability": 0.451,
"demand_pressure": 0.544,
"entitlement_friction": 0.655,
"labor_shortage": 0.87,
"portfolio_tightness": 0.622,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-104168",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:09:00Z",
"trace_id": "7b9518fc-f3e2-4a50-a088-6a94cd234e6d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"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": 0.264,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.464,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.75,
"battery_mwh": 4.4,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-C3A1EFBDE6",
"grid_service_limit_mw": 13.76,
"gross_sqft": 338946,
"infill_site": true,
"lease_expiry_months": 23,
"... | {
"capital_availability": 0.246,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.404,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.632,
"nearby_nodes": 7,
"network_redundancy_score": 0.474,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 88.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.8,
"dock_utilization_pct": 83,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.75,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_p... | {
"build_vs_buy_score": 1.46,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.2,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": -0.4,
"rent_growth_90d_pct": 1.57,
"tenant_expansion_probability": 0.458
} | {
"annualized_noi_impact_usd": -5736,
"annualized_revenue_impact_usd": -7540,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 354842,
"expansion_capture_probability_post_event": 0.378,
"lease_rate_change_pct": 0.43,
"occupancy_shift": -0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.21
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.79
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.652,
"capital_availability": 0.246,
"demand_pressure": 0.546,
"entitlement_friction": 0.632,
"labor_shortage": 0.724,
"portfolio_tightness": 0.317,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-104169",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:08:00Z",
"trace_id": "a6bbd350-9432-40f2-a9d7-aa78adeb633e"
} | {
"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": 7.9,
"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": 0.329,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.163,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.8,
"battery_mwh": 10.69,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-1806E38347",
"grid_service_limit_mw": 23.46,
"gross_sqft": 826002,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.306,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.319,
"cross_node_rebalancing_capacity_pct": 0.109,
"entitlement_friction": 0.184,
"nearby_nodes": 3,
"network_redundancy_score": 0.65,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 211525,... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 89.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.9,
"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... | {
"build_vs_buy_score": 2.36,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 5.02,
"rent_growth_90d_pct": 4.97,
"tenant_expansion_probability": 0.662
} | {
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"annualized_revenue_impact_usd": 263694,
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"decision_horizon_days": 45,
"estimated_capex_usd": 450371,
"expansion_capture_probability_post_event": 0.636,
"lease_rate_change_pct": 3.61,
"occupancy_shift": 0.024,
"service_penalty_risk_u... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.41
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.49
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.306,
"demand_pressure": 0.861,
"entitlement_friction": 0.184,
"labor_shortage": 0.738,
"portfolio_tightness": 0.5,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-104170",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T04:47:00Z",
"trace_id": "0c60f8bf-5beb-42f2-880f-5ddc76de18c4"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.294,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.7,
"battery_mwh": 4.37,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 82,
"facility_id": "FAC-B6792850AC",
"grid_service_limit_mw": 12.03,
"gross_sqft": 825064,
"infill_site": false,
"lease_expiry_months": 27,
"occup... | {
"capital_availability": 0.369,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.447,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.629,
"nearby_nodes": 6,
"network_redundancy_score": 0.809,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 83.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.73,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
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"rent_growth_30d_pct": 1.5,
"rent_growth_90d_pct": 2.2,
"tenant_expansion_probability": 0.362
} | {
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"annualized_revenue_impact_usd": -126185,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 730481,
"expansion_capture_probability_post_event": 0.241,
"lease_rate_change_pct": -0.35,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.52
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.47
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.369,
"demand_pressure": 0.497,
"entitlement_friction": 0.629,
"labor_shortage": 0.673,
"portfolio_tightness": 0.583,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-104171",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:24:00Z",
"trace_id": "deee3613-e30e-4a38-b34c-d2e1e0580706"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.067,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.402,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 8.03,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-810647D4E3",
"grid_service_limit_mw": 24.73,
"gross_sqft": 981936,
"infill_site": true,
"lease_expiry_months": 17,
"occu... | {
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"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.373,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.348,
"nearby_nodes": 7,
"network_redundancy_score": 0.62,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2149626... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.989,
"rent_growth_30d_pct": 0.44,
"rent_growth_90d_pct": 2.55,
"tenant_expansion_probability"... | {
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.148,
"lease_rate_change_pct": -0.48,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.48
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.27
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.035,
"demand_pressure": 0.458,
"entitlement_friction": 0.348,
"labor_shortage": 0.808,
"portfolio_tightness": 0.464,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-104172",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:30:00Z",
"trace_id": "c17fc40d-cf7a-445f-850c-918b09f6a669"
} | {
"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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"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",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.404,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 5.82,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-2BA81056A9",
"grid_service_limit_mw": 22.12,
"gross_sqft": 391033,
"infill_site": true,
"lease_expiry_months": 16,
"occup... | {
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"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.723,
"cross_node_rebalancing_capacity_pct": 0.194,
"entitlement_friction": 0.576,
"nearby_nodes": 8,
"network_redundancy_score": 0.505,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 92,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 88,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 52.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.847,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.52,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.8,
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"rent_growth_30d_pct": 1.5,
"rent_growth_90d_pct": 1.37,
"tenant_expansion_probability": 0.491
} | {
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"annualized_revenue_impact_usd": -29150,
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"estimated_capex_usd": 498190,
"expansion_capture_probability_post_event": 0.379,
"lease_rate_change_pct": 0.18,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.51
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.09
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.846,
"capital_availability": 0.52,
"demand_pressure": 0.783,
"entitlement_friction": 0.576,
"labor_shortage": 0.731,
"portfolio_tightness": 0.433,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-104173",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:35:00Z",
"trace_id": "01cfc481-f9e4-4d24-8ab5-ec85731b9be3"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
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"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": "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": "100m_250m",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.235,
"seasonality": 0.49,
"service_level_ta... | {
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"battery_mwh": 7.76,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 36,
"facility_id": "FAC-2389982FF2",
"grid_service_limit_mw": 22.62,
"gross_sqft": 368847,
"infill_site": false,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.273,
"cluster_utilization_pct": 0.978,
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"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.655,
"nearby_nodes": 3,
"network_redundancy_score": 0.485,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 90.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 87.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 82.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 18.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"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": 1.8,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.2,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 2.31,
"rent_growth_90d_pct": 3.12,
"tenant_expansion_probability": 0.646
} | {
"annualized_noi_impact_usd": 27438,
"annualized_revenue_impact_usd": 46201,
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"expansion_capture_probability_post_event": 0.533,
"lease_rate_change_pct": 2.36,
"occupancy_shift": 0.01,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 41.65
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.9
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.35,
"capital_availability": 0.273,
"demand_pressure": 0.753,
"entitlement_friction": 0.655,
"labor_shortage": 0.621,
"portfolio_tightness": 0.478,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-104174",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T06:25:00Z",
"trace_id": "09c4896c-0c9b-4907-9c81-bde911a7937a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.395,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 0.73,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-7F3A4A80AE",
"grid_service_limit_mw": 20.27,
"gross_sqft": 491598,
"infill_site": false,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.246,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.381,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.72,
"nearby_nodes": 6,
"network_redundancy_score": 0.601,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 91,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 87.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"foreca... | {
"build_vs_buy_score": 1.74,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.7,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 1.85,
"rent_growth_90d_pct": 0.77,
"tenant_expansion_probability": 0.631
} | {
"annualized_noi_impact_usd": 13346,
"annualized_revenue_impact_usd": 19982,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 444024,
"expansion_capture_probability_post_event": 0.525,
"lease_rate_change_pct": 0.24,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.63
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.98
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.246,
"demand_pressure": 0.743,
"entitlement_friction": 0.72,
"labor_shortage": 0.843,
"portfolio_tightness": 0.44,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-104175",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:33:00Z",
"trace_id": "93d225ee-4caf-4efb-841f-c43e998005d3"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.192,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.232,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.72,
"battery_mwh": 7.44,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-C126FFB795",
"grid_service_limit_mw": 22.94,
"gross_sqft": 569083,
"infill_site": false,
"lease_expiry_months": 8,
"occu... | {
"capital_availability": 0.517,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.585,
"cross_node_rebalancing_capacity_pct": 0.207,
"entitlement_friction": 0.388,
"nearby_nodes": 8,
"network_redundancy_score": 0.686,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.4,
"dock_utilization_pct": 84.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 35.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.677,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.24,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.17,
"rent_growth_90d_pct": 4.1,
"tenant_expansion_probability": 0.541
} | {
"annualized_noi_impact_usd": 35220,
"annualized_revenue_impact_usd": 60387,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.512,
"lease_rate_change_pct": 1.82,
"occupancy_shift": 0.024,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.17
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.39
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.517,
"demand_pressure": 0.575,
"entitlement_friction": 0.388,
"labor_shortage": 0.758,
"portfolio_tightness": 0.587,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.749,
"id": "FORGE-104176",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:25:00Z",
"trace_id": "4b1f2a8a-23ca-4445-b4c3-f6d67f8504a9"
} | {
"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": "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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.055,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.446,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.28,
"battery_mwh": 6.97,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 66,
"facility_id": "FAC-1B6BF8FC0C",
"grid_service_limit_mw": 13.77,
"gross_sqft": 665724,
"infill_site": true,
"lease_expiry_months": 36,
"occup... | {
"capital_availability": 0.528,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.453,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.219,
"nearby_nodes": 5,
"network_redundancy_score": 0.597,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 70.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 27.3,
"dock_utilization_pct": 77.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 16,
"shift_fill_r... | {
"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": 2.13,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.5,
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"rent_growth_30d_pct": 0.98,
"rent_growth_90d_pct": -0.3,
"tenant_expansion_probability": 0.256
} | {
"annualized_noi_impact_usd": -109492,
"annualized_revenue_impact_usd": -165901,
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"decision_horizon_days": 60,
"estimated_capex_usd": 634321,
"expansion_capture_probability_post_event": 0.197,
"lease_rate_change_pct": -3.01,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 59.01
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 38.6
},
{
"action": "approve_targeted_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.528,
"demand_pressure": 0.253,
"entitlement_friction": 0.219,
"labor_shortage": 0.596,
"portfolio_tightness": 0.345,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-104177",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:54:00Z",
"trace_id": "a2155cfc-84b2-49e5-a57b-ffba2a36b53c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.374,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.084,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.5,
"battery_mwh": 2.81,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-ECBEA4FB98",
"grid_service_limit_mw": 16.91,
"gross_sqft": 1322749,
"infill_site": true,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.266,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.507,
"cross_node_rebalancing_capacity_pct": 0.097,
"entitlement_friction": 0.667,
"nearby_nodes": 8,
"network_redundancy_score": 0.632,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.4,
"dock_utilization_pct": 87.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.38,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 0.53,
"rent_growth_90d_pct": 1.35,
"tenant_expansion_probability": 0.5... | {
"annualized_noi_impact_usd": 117723,
"annualized_revenue_impact_usd": 162405,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 446655,
"expansion_capture_probability_post_event": 0.459,
"lease_rate_change_pct": 0.87,
"occupancy_shift": 0.024,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.54
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.33
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.804,
"capital_availability": 0.266,
"demand_pressure": 0.767,
"entitlement_friction": 0.667,
"labor_shortage": 0.697,
"portfolio_tightness": 0.328,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-104178",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:05:00Z",
"trace_id": "2423f4d9-e098-4218-9dce-b495d11f6e38"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.085,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.38,
"battery_mwh": 5.68,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-594CB1697F",
"grid_service_limit_mw": 21.95,
"gross_sqft": 885891,
"infill_site": false,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.658,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.679,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.105,
"nearby_nodes": 4,
"network_redundancy_score": 0.763,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 30.5,
"dock_utilization_pct": 84.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 67.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.686,
"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": 2.75,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 91.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.15,
"rent_growth_90d_pct": 5.07,
"tenant_expansion_probability": 0.359
} | {
"annualized_noi_impact_usd": 45873,
"annualized_revenue_impact_usd": 77977,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.326,
"lease_rate_change_pct": 1.85,
"occupancy_shift": 0.018,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.63
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.45
},
{
"action": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.132,
"capital_availability": 0.658,
"demand_pressure": 0.573,
"entitlement_friction": 0.105,
"labor_shortage": 0.476,
"portfolio_tightness": 0.511,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-104179",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:39:00Z",
"trace_id": "26c38e56-84ca-4837-bde1-a4fefd663e95"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.036,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.12,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.19,
"battery_mwh": 2.7,
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"grid_service_limit_mw": 22.06,
"gross_sqft": 621356,
"infill_site": true,
"lease_expiry_months": 66,
"occup... | {
"capital_availability": 0.446,
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"nearby_nodes": 7,
"network_redundancy_score": 0.685,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "WMS_LINK",
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fill_... | {
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"confidence_band": "high",
"forecast_... | {
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"rent_growth_30d_pct": 0.51,
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... | {
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"lease_rate_change_pct": -2.22,
"occupancy_shift": 0.001,
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.06
},
{
"action": "secure_pop_up... | {
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"labor_shortage": 0.921,
"portfolio_tightness": 0.554,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-104180",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T05:08:00Z",
"trace_id": "1212545d-8a7f-42b2-ab06-5c1f7b7c8023"
} | {
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"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"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.242,
"seasonality": 0.33,
"serv... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 29,
"facility_id": "FAC-3F4A6A7F84",
"grid_service_limit_mw": 11.01,
"gross_sqft": 298308,
"infill_site": false,
"lease_expiry_months": 15,
"occ... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.774,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 67.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.8,
"shift_fill_ra... | {
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"confidence_band": "very_high",
"for... | {
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"rent_growth_30d_pct": 1.3,
"rent_growth_90d_pct": 2.89,
"tenant_expansion_probability": 0.2... | {
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"lease_rate_change_pct": -1.43,
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"service_penalty_ri... | {
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"score": 30.62
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.38
},
{
"action": "secure_pop_up... | {
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"portfolio_tightness": 0.581,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-104181",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T02:18:00Z",
"trace_id": "498dcc11-fd59-41a9-8d22-3c7d33aa203f"
} | {
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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",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"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"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.373,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"building_class": "class_a",
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"grid_service_limit_mw": 15.45,
"gross_sqft": 561723,
"infill_site": false,
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"network_redundancy_score": 0.441,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"reefer_temp_delta_c": 0.15,
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"shift_fil... | {
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"forecast... | {
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"rent_growth_30d_pct": 3.1,
"rent_growth_90d_pct": 4.05,
"tenant_expansion_probability": 0... | {
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.37
},
{
"action": "rebal... | {
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"labor_shortage": 0.668,
"portfolio_tightness": 0.481,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-104182",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T05:12:00Z",
"trace_id": "bacc1afa-8543-4c0a-a22e-bebe30df41dd"
} | {
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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-SVC-008",
"LOG-CST-012"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.313,
"seasonality": 0.49,
"service_level_tar... | {
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"gross_sqft": 985846,
"infill_site": true,
"lease_expiry_months": 66,
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"network_redundancy_score": 0.598,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 932503... | [
{
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"power_load_pct_of_service_limit": 83.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.5,
"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",
"forec... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.54,
"rent_growth_90d_pct": 0.28,
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... | {
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"lease_rate_change_pct": -3.31,
"occupancy_shift": -0.012,
"service_penalty_ris... | {
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{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.91
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.73
},
{
"action": "lock_power_capacity_reservation",
... | {
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"labor_shortage": 0.775,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-104183",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:08:00Z",
"trace_id": "b3590440-9ec4-483f-b120-8cda6278d043"
} | {
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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": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.464,
"seasonality": 0.33,
"ser... | {
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"building_class": "class_a",
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"dock_doors": 114,
"facility_id": "FAC-C7D5AA24DF",
"grid_service_limit_mw": 11.45,
"gross_sqft": 1141425,
"infill_site": false,
"lease_expiry_months": 12,
"... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.387,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 59... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 76.1,
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"power_load_pct_of_service_limit": 69,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"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": "moderate",
"fore... | {
"build_vs_buy_score": 1.4,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.905,
"rent_growth_30d_pct": -2.35,
"rent_growth_90d_pct": -1.92,
"tenant_expansion_probabili... | {
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"lease_rate_change_pct": -4.73,
"occupancy_shift": -0.027,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 27.38
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.73
},
{
"action": "escalate_utility_interconnect",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.602,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-104184",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:11:00Z",
"trace_id": "df5cf594-ae45-48e8-987d-6b081cefa030"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"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",
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.091,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.7,
"battery_mwh": 11.14,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 54,
"facility_id": "FAC-3D04C7A791",
"grid_service_limit_mw": 21.26,
"gross_sqft": 541990,
"infill_site": false,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.049,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.793,
"cross_node_rebalancing_capacity_pct": 0.123,
"entitlement_friction": 0.576,
"nearby_nodes": 2,
"network_redundancy_score": 0.825,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 767983... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 85.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 82.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"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": 1.69,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.4,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 0.58,
"rent_growth_90d_pct": -0.07,
"tenant_expansion_probability": 0.593
... | {
"annualized_noi_impact_usd": 23187,
"annualized_revenue_impact_usd": 34213,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 615646,
"expansion_capture_probability_post_event": 0.481,
"lease_rate_change_pct": -0.07,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.94
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.79
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.049,
"demand_pressure": 0.654,
"entitlement_friction": 0.576,
"labor_shortage": 0.693,
"portfolio_tightness": 0.387,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-104185",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T06:37:00Z",
"trace_id": "f4df59c2-e274-420c-8345-02a06d240f5d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.157,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.43,
"battery_mwh": 4.65,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-8F77CE2C6F",
"grid_service_limit_mw": 7.87,
"gross_sqft": 424286,
"infill_site": true,
"lease_expiry_months": 33,
"occup... | {
"capital_availability": 0.091,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.275,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.391,
"nearby_nodes": 2,
"network_redundancy_score": 0.33,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 2153... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 78.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.755,
"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": 2.45,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.6,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 0.51,
"rent_growth_90d_pct": -0.61,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -198180,
"annualized_revenue_impact_usd": -267315,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 60,
"estimated_capex_usd": 509342,
"expansion_capture_probability_post_event": 0.083,
"lease_rate_change_pct": -3.75,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.17
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.29
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.701,
"capital_availability": 0.091,
"demand_pressure": 0.262,
"entitlement_friction": 0.391,
"labor_shortage": 0.96,
"portfolio_tightness": 0.582,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-104186",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T06:57:00Z",
"trace_id": "04f62c4e-d36c-44db-99f2-f15302ffb66f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.324,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.456,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.58,
"battery_mwh": 9.7,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-3C23D7A728",
"grid_service_limit_mw": 11.67,
"gross_sqft": 544818,
"infill_site": false,
"lease_expiry_months": 8,
"... | {
"capital_availability": 0.747,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.663,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.526,
"nearby_nodes": 2,
"network_redundancy_score": 0.72,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 87.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.717,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.21,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.2,
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"rent_growth_30d_pct": 4.47,
"rent_growth_90d_pct": 3.88,
"tenant_expansion_probability": 0.663
} | {
"annualized_noi_impact_usd": 48683,
"annualized_revenue_impact_usd": 72841,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 515670,
"expansion_capture_probability_post_event": 0.616,
"lease_rate_change_pct": 2.33,
"occupancy_shift": 0.019,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.6
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32
},
{
"action": "lock_power_capacity_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.225,
"capital_availability": 0.747,
"demand_pressure": 0.722,
"entitlement_friction": 0.526,
"labor_shortage": 0.724,
"portfolio_tightness": 0.539,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-104187",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:07:00Z",
"trace_id": "88076106-d748-4f97-88e3-53ff4bb32f40"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.061,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.261,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.25,
"battery_mwh": 7.03,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-37B080A440",
"grid_service_limit_mw": 9.95,
"gross_sqft": 423178,
"infill_site": false,
"lease_expiry_months": 64,
"occu... | {
"capital_availability": 0.771,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.558,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.931,
"nearby_nodes": 6,
"network_redundancy_score": 0.404,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 96... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 79.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"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": 2.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.984,
"rent_growth_30d_pct": 0.83,
"rent_growth_90d_pct": 1.27,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -74589,
"annualized_revenue_impact_usd": -111696,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 610442,
"expansion_capture_probability_post_event": 0.163,
"lease_rate_change_pct": -2.29,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 33.66
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.14
},
{
"action": "rebalance_car... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.366,
"capital_availability": 0.771,
"demand_pressure": 0.298,
"entitlement_friction": 0.931,
"labor_shortage": 0.904,
"portfolio_tightness": 0.621,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-104188",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T05:53:00Z",
"trace_id": "37bbc8c3-e133-4e65-9d81-d8e398ea3efb"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.331,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.246,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 10.93,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-02ED072992",
"grid_service_limit_mw": 6.8,
"gross_sqft": 871936,
"infill_site": false,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.523,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.493,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.48,
"nearby_nodes": 7,
"network_redundancy_score": 0.411,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 188... | [
{
"appointment_fill_pct": 89,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.9,
"dock_utilization_pct": 87.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14.9,
"shift_fill... | {
"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": 2.73,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.55,
"rent_growth_90d_pct": 6.68,
"tenant_expansion_probability": 0.656
... | {
"annualized_noi_impact_usd": 261152,
"annualized_revenue_impact_usd": 429167,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.618,
"lease_rate_change_pct": 4.78,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.47
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.56
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.653,
"capital_availability": 0.523,
"demand_pressure": 0.709,
"entitlement_friction": 0.48,
"labor_shortage": 0.603,
"portfolio_tightness": 0.625,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-104189",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:25:00Z",
"trace_id": "0b1c92c7-8c8a-496c-9e75-248bdedd4810"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.086,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.402,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.62,
"battery_mwh": 12.31,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-0CB12606AE",
"grid_service_limit_mw": 8.98,
"gross_sqft": 1064993,
"infill_site": false,
"lease_expiry_months": 18,... | {
"capital_availability": 0.838,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.667,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.686,
"nearby_nodes": 5,
"network_redundancy_score": 0.386,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.9,
"dock_utilization_pct": 81.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.6,
"shift_fill_ra... | {
"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": "moderate",
"forec... | {
"build_vs_buy_score": 2.84,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.3,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 3.38,
"rent_growth_90d_pct": 3.49,
"tenant_expansion_probability": 0.429... | {
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"annualized_revenue_impact_usd": 3835,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 426658,
"expansion_capture_probability_post_event": 0.381,
"lease_rate_change_pct": 0.06,
"occupancy_shift": 0.008,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.8
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.52
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.386,
"capital_availability": 0.838,
"demand_pressure": 0.353,
"entitlement_friction": 0.686,
"labor_shortage": 0.858,
"portfolio_tightness": 0.684,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.743,
"id": "FORGE-104190",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T06:28:00Z",
"trace_id": "46f675c9-79e4-475f-a71a-f91a71f4c29d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.062,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.034,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.8,
"battery_mwh": 10.04,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-EE741D743D",
"grid_service_limit_mw": 13.68,
"gross_sqft": 1003038,
"infill_site": true,
"lease_expiry_months": 52,
"oc... | {
"capital_availability": 0.508,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.664,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.55,
"nearby_nodes": 2,
"network_redundancy_score": 0.673,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.4,
"dock_utilization_pct": 84.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.3,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.66,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.93,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.1,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 2.78,
"rent_growth_90d_pct": 1.58,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 55032,
"annualized_revenue_impact_usd": 84172,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 402798,
"expansion_capture_probability_post_event": 0.321,
"lease_rate_change_pct": -1.02,
"occupancy_shift": 0.039,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.61
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.82
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.508,
"demand_pressure": 0.61,
"entitlement_friction": 0.55,
"labor_shortage": 0.659,
"portfolio_tightness": 0.469,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-104191",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T05:37:00Z",
"trace_id": "83b88f73-49d2-4ddf-bb4f-799e47639b4c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.447,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.352,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.53,
"battery_mwh": 0.7,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 108,
"facility_id": "FAC-21F72DADCD",
"grid_service_limit_mw": 13.01,
"gross_sqft": 1081224,
"infill_site": false,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.258,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.493,
"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.094,
"nearby_nodes": 7,
"network_redundancy_score": 0.653,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.5,
"dock_utilization_pct": 87,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.855,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.7,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 2.45,
"rent_growth_90d_pct": 3.36,
"tenant_expansion_probability": 0.609
} | {
"annualized_noi_impact_usd": 40744,
"annualized_revenue_impact_usd": 69321,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 644291,
"expansion_capture_probability_post_event": 0.501,
"lease_rate_change_pct": 2.65,
"occupancy_shift": 0,
"service_penalty_risk_usd": 9... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 42.65
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.2
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.258,
"demand_pressure": 0.728,
"entitlement_friction": 0.094,
"labor_shortage": 0.688,
"portfolio_tightness": 0.437,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-104192",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:10:00Z",
"trace_id": "414c0f4e-ecda-421a-a2c3-10c592dc9d32"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.146,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.153,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.81,
"battery_mwh": 8.07,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-0A52EFB192",
"grid_service_limit_mw": 17.13,
"gross_sqft": 779747,
"infill_site": false,
"lease_expiry_months": 58,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.704,
"cross_node_rebalancing_capacity_pct": 0.095,
"entitlement_friction": 0.488,
"nearby_nodes": 8,
"network_redundancy_score": 0.63,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1288... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 84.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 1.77,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.5,
"occupancy_90d": 0.893,
"rent_growth_30d_pct": 1.66,
"rent_growth_90d_pct": 1.82,
"tenant_expansion_probability": 0.299
} | {
"annualized_noi_impact_usd": -55027,
"annualized_revenue_impact_usd": -94037,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 509939,
"expansion_capture_probability_post_event": 0.195,
"lease_rate_change_pct": -0.75,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.31
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.6
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.563,
"capital_availability": 0,
"demand_pressure": 0.586,
"entitlement_friction": 0.488,
"labor_shortage": 0.624,
"portfolio_tightness": 0.513,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-104193",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T05:07:00Z",
"trace_id": "30cc8a06-3251-4453-8f55-b77871b37b4d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.016,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.132,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.37,
"battery_mwh": 0.51,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 126,
"facility_id": "FAC-F3E9DBFD7D",
"grid_service_limit_mw": 21.45,
"gross_sqft": 1268504,
"infill_site": false,
"lease_expiry_months": 35,
"oc... | {
"capital_availability": 0.679,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.558,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.688,
"nearby_nodes": 2,
"network_redundancy_score": 0.363,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 89.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.6,
"dock_utilization_pct": 82.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 75.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.2,
"shift_fill_rat... | {
"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": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.18,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.9,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 2.89,
"rent_growth_90d_pct": 4.02,
"tenant_expansion_probability": 0.292
} | {
"annualized_noi_impact_usd": -8681,
"annualized_revenue_impact_usd": -11479,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 626333,
"expansion_capture_probability_post_event": 0.228,
"lease_rate_change_pct": -0.42,
"occupancy_shift": 0.023,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.87
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 28.42
},
{
"action": "shift_overflow_to_satelli... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.127,
"capital_availability": 0.679,
"demand_pressure": 0.481,
"entitlement_friction": 0.688,
"labor_shortage": 0.779,
"portfolio_tightness": 0.498,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-104194",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:10:00Z",
"trace_id": "816c69bc-2b99-40b0-adb8-0001da25223f"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "labor_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": "250m_500m",
"expansion_request_open": false,
"growth_rate": -0.031,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.267,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.66,
"battery_mwh": 6.09,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-23D90AE6E8",
"grid_service_limit_mw": 8.72,
"gross_sqft": 492642,
"infill_site": true,
"lease_expiry_months": 11,
"occup... | {
"capital_availability": 0.576,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.477,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.759,
"nearby_nodes": 7,
"network_redundancy_score": 0.731,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 89.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.4,
"dock_utilization_pct": 82.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"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": 2.32,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.7,
"occupancy_90d": 0.926,
"rent_growth_30d_pct": 1.34,
"rent_growth_90d_pct": 2.01,
"tenant_expansion_probability": 0.166
} | {
"annualized_noi_impact_usd": -105324,
"annualized_revenue_impact_usd": -173090,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 90,
"estimated_capex_usd": 577636,
"expansion_capture_probability_post_event": 0.047,
"lease_rate_change_pct": -2.35,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.3
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.52
},
{
"action": "rebalance_carrier_mix",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.807,
"capital_availability": 0.576,
"demand_pressure": 0.418,
"entitlement_friction": 0.759,
"labor_shortage": 0.951,
"portfolio_tightness": 0.661,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-104195",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T04:23:00Z",
"trace_id": "70ec246c-c113-45bb-b1b0-cc08a8de4707"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"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": 0.037,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.193,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.22,
"battery_mwh": 11.57,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-7718CF62A4",
"grid_service_limit_mw": 18.94,
"gross_sqft": 448633,
"infill_site": false,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.675,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.402,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.67,
"nearby_nodes": 3,
"network_redundancy_score": 0.476,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 32... | [
{
"appointment_fill_pct": 73.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 80,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 43.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.51,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.9,
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"rent_growth_30d_pct": -0.75,
"rent_growth_90d_pct": -1,
"tenant_expansion_probability": 0.188
} | {
"annualized_noi_impact_usd": -78744,
"annualized_revenue_impact_usd": -132188,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 30,
"estimated_capex_usd": 595788,
"expansion_capture_probability_post_event": 0.09,
"lease_rate_change_pct": -3.75,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.67
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.33
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.675,
"demand_pressure": 0.371,
"entitlement_friction": 0.67,
"labor_shortage": 0.827,
"portfolio_tightness": 0.387,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-104196",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T05:01:00Z",
"trace_id": "090713e0-05c5-4e00-a74a-6e1422af5820"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.142,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.347,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.3,
"battery_mwh": 0.04,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 110,
"facility_id": "FAC-4C1CBA2E49",
"grid_service_limit_mw": 16.54,
"gross_sqft": 1100874,
"infill_site": true,
"lease_expiry_months": 63,
"occu... | {
"capital_availability": 0.535,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.589,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.431,
"nearby_nodes": 6,
"network_redundancy_score": 0.775,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 216421... | [
{
"appointment_fill_pct": 77.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 84.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.5,
"shift_fill_rate... | {
"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": 1.91,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.6,
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"rent_growth_30d_pct": 0.96,
"rent_growth_90d_pct": 3.32,
"tenant_expansion_probability": 0.28
} | {
"annualized_noi_impact_usd": -109335,
"annualized_revenue_impact_usd": -164250,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 615441,
"expansion_capture_probability_post_event": 0.178,
"lease_rate_change_pct": 0.37,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.05
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.13
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.535,
"demand_pressure": 0.582,
"entitlement_friction": 0.431,
"labor_shortage": 0.639,
"portfolio_tightness": 0.407,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-104197",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:10:00Z",
"trace_id": "53f4d624-c968-476d-9ff3-2bc591fea228"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"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": 0.301,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.101,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.57,
"battery_mwh": 10.35,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 128,
"facility_id": "FAC-B4405B7966",
"grid_service_limit_mw": 21.87,
"gross_sqft": 1283906,
"infill_site": true,
"lease_expiry_months": 58,
"oc... | {
"capital_availability": 0.072,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.429,
"cross_node_rebalancing_capacity_pct": 0.164,
"entitlement_friction": 0.27,
"nearby_nodes": 6,
"network_redundancy_score": 0.652,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 53.4,
"dock_utilization_pct": 89,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.3,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.881,
"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": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.3,
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"rent_growth_30d_pct": 2.63,
"rent_growth_90d_pct": 4.66,
"tenant_expansion_probability": 0.434
} | {
"annualized_noi_impact_usd": 38256,
"annualized_revenue_impact_usd": 56909,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 719604,
"expansion_capture_probability_post_event": 0.314,
"lease_rate_change_pct": 2.05,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.47
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.72
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.653,
"capital_availability": 0.072,
"demand_pressure": 0.827,
"entitlement_friction": 0.27,
"labor_shortage": 0.844,
"portfolio_tightness": 0.466,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-104198",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:28:00Z",
"trace_id": "d35c4a93-0efc-45e4-a121-ee5234c94936"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.243,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.416,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.61,
"battery_mwh": 7.67,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 46,
"facility_id": "FAC-9E9138368E",
"grid_service_limit_mw": 13.43,
"gross_sqft": 468609,
"infill_site": true,
"lease_expiry_months": 21,
"occup... | {
"capital_availability": 0.071,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.562,
"cross_node_rebalancing_capacity_pct": 0.086,
"entitlement_friction": 0.533,
"nearby_nodes": 2,
"network_redundancy_score": 0.619,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.7,
"dock_utilization_pct": 81.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 82.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"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": 1.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": -0.34,
"rent_growth_90d_pct": -0.98,
"tenant_expansion_probability": 0.377
} | {
"annualized_noi_impact_usd": -27169,
"annualized_revenue_impact_usd": -45019,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 589748,
"expansion_capture_probability_post_event": 0.262,
"lease_rate_change_pct": -2.4,
"occupancy_shift": -0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.38
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.27
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.455,
"capital_availability": 0.071,
"demand_pressure": 0.468,
"entitlement_friction": 0.533,
"labor_shortage": 0.762,
"portfolio_tightness": 0.325,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-104199",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:39:00Z",
"trace_id": "34c2d77d-a051-4453-b86b-c66508eed884"
} | {
"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": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.13,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.472,
"seasonality": 0.74,
"service_level_t... | {
"automation_penetration": 0.59,
"battery_mwh": 10.18,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-4C3DA9352A",
"grid_service_limit_mw": 14.01,
"gross_sqft": 1274058,
"infill_site": false,
"lease_expiry_months": 29... | {
"capital_availability": 0.783,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.31,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.224,
"nearby_nodes": 6,
"network_redundancy_score": 0.508,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 31.9,
"dock_utilization_pct": 81.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 34.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.635,
"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": 2.15,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.5,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 1.79,
"rent_growth_90d_pct": 4.19,
"tenant_expansion_probability": 0.438
} | {
"annualized_noi_impact_usd": 87627,
"annualized_revenue_impact_usd": 114381,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 432090,
"expansion_capture_probability_post_event": 0.426,
"lease_rate_change_pct": 1.91,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 27.33
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 25.92
},
{
"action": "rebalance_carrier_m... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.09,
"capital_availability": 0.783,
"demand_pressure": 0.455,
"entitlement_friction": 0.224,
"labor_shortage": 0.621,
"portfolio_tightness": 0.301,
"... |
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