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": 0.823,
"id": "FORGE-104600",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:52:00Z",
"trace_id": "c3186bb8-e2b7-49dd-a49e-a6b2826d6bcd"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.407,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.21,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.41,
"battery_mwh": 0.27,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 89,
"facility_id": "FAC-6B4B638E36",
"grid_service_limit_mw": 11.36,
"gross_sqft": 899022,
"infill_site": true,
"lease_expiry_months": 45,
"... | {
"capital_availability": 0.647,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.456,
"cross_node_rebalancing_capacity_pct": 0.168,
"entitlement_friction": 0.753,
"nearby_nodes": 5,
"network_redundancy_score": 0.875,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 89.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.3,
"dock_utilization_pct": 86.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 90.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.5,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.75,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 2.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.17,
"rent_growth_90d_pct": 3.03,
"tenant_expansion_probability": 0.693
} | {
"annualized_noi_impact_usd": 297070,
"annualized_revenue_impact_usd": 467053,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 747458,
"expansion_capture_probability_post_event": 0.607,
"lease_rate_change_pct": 1.52,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 62.62
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 53.42
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.534,
"capital_availability": 0.647,
"demand_pressure": 0.643,
"entitlement_friction": 0.753,
"labor_shortage": 0.722,
"portfolio_tightness": 0.638,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-104601",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:19:00Z",
"trace_id": "e74b964a-7340-485e-9ad1-1874b70fc1d3"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "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": true,
"growth_rate": 0.036,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.267,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.81,
"battery_mwh": 10.58,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 73,
"facility_id": "FAC-F31E48677C",
"grid_service_limit_mw": 9.18,
"gross_sqft": 730050,
"infill_site": true,
"lease_expiry_months": 27,
"occup... | {
"capital_availability": 0.378,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.777,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.455,
"nearby_nodes": 4,
"network_redundancy_score": 0.79,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 201... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 79.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 80.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"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": 2.53,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.1,
"occupancy_90d": 0.876,
"rent_growth_30d_pct": 0.78,
"rent_growth_90d_pct": 1.54,
"tenant_expansion_probability": 0.198
} | {
"annualized_noi_impact_usd": -239191,
"annualized_revenue_impact_usd": -331466,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 622392,
"expansion_capture_probability_post_event": 0.087,
"lease_rate_change_pct": -2.15,
"occupancy_shift": -0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.55
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.15
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.509,
"capital_availability": 0.378,
"demand_pressure": 0.293,
"entitlement_friction": 0.455,
"labor_shortage": 0.889,
"portfolio_tightness": 0.571,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-104602",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:35:00Z",
"trace_id": "28a058a7-2764-48fe-9727-b54559b10239"
} | {
"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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.279,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.101,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.78,
"battery_mwh": 6.5,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-07E5451183",
"grid_service_limit_mw": 21.11,
"gross_sqft": 1055980,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.497,
"cluster_utilization_pct": 0.937,
"competitive_pressure_score": 0.718,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.695,
"nearby_nodes": 6,
"network_redundancy_score": 0.76,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 85.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"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": "very_high",
"for... | {
"build_vs_buy_score": 2.03,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.5,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 1.77,
"rent_growth_90d_pct": 2.65,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 74332,
"annualized_revenue_impact_usd": 98000,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 516286,
"expansion_capture_probability_post_event": 0.417,
"lease_rate_change_pct": 0.96,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.37
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.85
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.679,
"capital_availability": 0.497,
"demand_pressure": 0.626,
"entitlement_friction": 0.695,
"labor_shortage": 0.838,
"portfolio_tightness": 0.553,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-104603",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:49:00Z",
"trace_id": "95ccdb10-81fd-4bad-a83f-6038c8ea2c5f"
} | {
"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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.035,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.362,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.77,
"battery_mwh": 4.21,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-B5E6D16806",
"grid_service_limit_mw": 11.55,
"gross_sqft": 531516,
"infill_site": false,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.434,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.564,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.779,
"nearby_nodes": 5,
"network_redundancy_score": 0.439,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 76.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 79.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 71.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 0.99,
"rent_growth_90d_pct": 1.2,
"tenant_expansion_probability": 0.18
} | {
"annualized_noi_impact_usd": -248134,
"annualized_revenue_impact_usd": -422841,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 60,
"estimated_capex_usd": 692394,
"expansion_capture_probability_post_event": 0.036,
"lease_rate_change_pct": -3.2,
"occupancy_shift": -0.019,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.01
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.08
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.48,
"capital_availability": 0.434,
"demand_pressure": 0.297,
"entitlement_friction": 0.779,
"labor_shortage": 0.96,
"portfolio_tightness": 0.639,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-104604",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:18:00Z",
"trace_id": "e5a28a7c-08a1-46be-902e-3137ce8a271a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": -0.039,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.487,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.3,
"battery_mwh": 5.65,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-7462BD4F1D",
"grid_service_limit_mw": 24.13,
"gross_sqft": 965517,
"infill_site": false,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.628,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.428,
"cross_node_rebalancing_capacity_pct": 0.04,
"entitlement_friction": 0.433,
"nearby_nodes": 5,
"network_redundancy_score": 0.5,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
"appointment_fill_pct": 76.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.5,
"dock_utilization_pct": 80.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.755,
"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": 2.25,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.6,
"occupancy_90d": 0.886,
"rent_growth_30d_pct": 0.83,
"rent_growth_90d_pct": 1.92,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -221416,
"annualized_revenue_impact_usd": -319236,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 622703,
"expansion_capture_probability_post_event": 0.078,
"lease_rate_change_pct": -1.67,
"occupancy_shift": -0.015,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.6
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.46
},
{
"action": "secure_pop_up_capacity",
... | {
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"demand_pressure": 0.39,
"entitlement_friction": 0.433,
"labor_shortage": 0.733,
"portfolio_tightness": 0.485,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-104605",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:01:00Z",
"trace_id": "bff4abda-866a-4fc4-8ccc-df992b6cf6b5"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
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"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,
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"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.37,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.28,
"battery_mwh": 11.1,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-91A3BE6F26",
"grid_service_limit_mw": 9.81,
"gross_sqft": 1198641,
"infill_site": true,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.675,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.339,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.733,
"nearby_nodes": 8,
"network_redundancy_score": 0.421,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 18... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 83.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 46.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"market_entry_score": 72.9,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 3.17,
"tenant_expansion_probability": 0.212
} | {
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"decision_horizon_days": 45,
"estimated_capex_usd": 610259,
"expansion_capture_probability_post_event": 0.103,
"lease_rate_change_pct": -1.32,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.55
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.41
},
{
"action": "rebalance_carri... | {
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"capital_availability": 0.675,
"demand_pressure": 0.484,
"entitlement_friction": 0.733,
"labor_shortage": 1,
"portfolio_tightness": 0.579,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-104606",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:27:00Z",
"trace_id": "ad41004e-2327-42fb-8bbe-96a37504af42"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.415,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 6.02,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
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"facility_id": "FAC-E392551F8C",
"grid_service_limit_mw": 10.56,
"gross_sqft": 1166350,
"infill_site": true,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.629,
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"competitive_pressure_score": 0.305,
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"nearby_nodes": 8,
"network_redundancy_score": 0.696,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 87.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 81.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.2,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"rent_growth_30d_pct": 2.98,
"rent_growth_90d_pct": 3.06,
"tenant_expansion_probability": 0.633
} | {
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"expansion_capture_probability_post_event": 0.519,
"lease_rate_change_pct": 1.84,
"occupancy_shift": 0,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 47.73
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.7
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.629,
"demand_pressure": 0.698,
"entitlement_friction": 0.313,
"labor_shortage": 1,
"portfolio_tightness": 0.589,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-104607",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:06:00Z",
"trace_id": "95ce9372-22c1-40ef-a3db-c1b19d8b6986"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.46,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.69,
"battery_mwh": 1.09,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-737B4FFE7B",
"grid_service_limit_mw": 23.06,
"gross_sqft": 616945,
"infill_site": true,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.859,
"cluster_utilization_pct": 0.967,
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"entitlement_friction": 0.459,
"nearby_nodes": 7,
"network_redundancy_score": 0.666,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 118959... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 90.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 47.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.28,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
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"market_entry_score": 85.4,
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"rent_growth_30d_pct": 4.7,
"rent_growth_90d_pct": 5.97,
"tenant_expansion_probability": 0.597
} | {
"annualized_noi_impact_usd": 81210,
"annualized_revenue_impact_usd": 111314,
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"expansion_capture_probability_post_event": 0.565,
"lease_rate_change_pct": 4.07,
"occupancy_shift": 0.028,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.7
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 30.9
},
{
"action": "shift_overflow_t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.859,
"demand_pressure": 0.924,
"entitlement_friction": 0.459,
"labor_shortage": 0.502,
"portfolio_tightness": 0.445,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-104608",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:34:00Z",
"trace_id": "68d878a6-6d02-445d-8d1b-25d4c6ecdd44"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.383,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.62,
"battery_mwh": 4.38,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-550523277D",
"grid_service_limit_mw": 12.96,
"gross_sqft": 1156185,
"infill_site": true,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.167,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.595,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.226,
"nearby_nodes": 4,
"network_redundancy_score": 0.751,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.2,
"dock_utilization_pct": 83.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.74,
"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": 1.79,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.6,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 1.85,
"rent_growth_90d_pct": 1.88,
"tenant_expansion_probability": 0.257
} | {
"annualized_noi_impact_usd": -133128,
"annualized_revenue_impact_usd": -195544,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 289297,
"expansion_capture_probability_post_event": 0.194,
"lease_rate_change_pct": -0.46,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.16
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.93
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.167,
"demand_pressure": 0.507,
"entitlement_friction": 0.226,
"labor_shortage": 0.599,
"portfolio_tightness": 0.586,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-104609",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:16:00Z",
"trace_id": "4689b8b9-5ec4-47ac-beb3-f88fb257938a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.401,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.46,
"battery_mwh": 12.15,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 32,
"facility_id": "FAC-351EFF37E0",
"grid_service_limit_mw": 13.08,
"gross_sqft": 329373,
"infill_site": true,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.457,
"cluster_utilization_pct": 0.932,
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"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.42,
"nearby_nodes": 7,
"network_redundancy_score": 0.698,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1773093... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.4,
"dock_utilization_pct": 81.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_f... | {
"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": 1.78,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.957,
"rent_growth_30d_pct": 0.19,
"rent_growth_90d_pct": 0.25,
"tenant_expansion_probability": 0.335... | {
"annualized_noi_impact_usd": -35853,
"annualized_revenue_impact_usd": -57725,
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"estimated_capex_usd": 700463,
"expansion_capture_probability_post_event": 0.224,
"lease_rate_change_pct": -1.61,
"occupancy_shift": -0.014,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.86
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.46
},
{
"action": "de... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.825,
"capital_availability": 0.457,
"demand_pressure": 0.405,
"entitlement_friction": 0.42,
"labor_shortage": 0.725,
"portfolio_tightness": 0.478,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-104610",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:53:00Z",
"trace_id": "a8b16737-e202-42d5-a08d-77abfddb5143"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.211,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.271,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.41,
"battery_mwh": 7.04,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-C76FC512D7",
"grid_service_limit_mw": 8.64,
"gross_sqft": 1062677,
"infill_site": false,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.384,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.801,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.804,
"nearby_nodes": 7,
"network_redundancy_score": 0.358,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 78.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.7,
"dock_utilization_pct": 85.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.682,
"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": 2.83,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.8,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 3.93,
"rent_growth_90d_pct": 4.31,
"tenant_expansion_probability": 0.555
} | {
"annualized_noi_impact_usd": 277013,
"annualized_revenue_impact_usd": 447803,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 463574,
"expansion_capture_probability_post_event": 0.506,
"lease_rate_change_pct": 1.79,
"occupancy_shift": 0.024,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.54
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.67
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.222,
"capital_availability": 0.384,
"demand_pressure": 0.593,
"entitlement_friction": 0.804,
"labor_shortage": 0.643,
"portfolio_tightness": 0.593,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-104611",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:26:00Z",
"trace_id": "824b5eb0-bf55-4ab0-8c56-9679cc7d9493"
} | {
"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": 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": 0.386,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.157,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.77,
"battery_mwh": 2.63,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 141,
"facility_id": "FAC-40EFE1BEE1",
"grid_service_limit_mw": 12.34,
"gross_sqft": 1419235,
"infill_site": true,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.38,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.79,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.568,
"nearby_nodes": 5,
"network_redundancy_score": 0.336,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.2,
"dock_utilization_pct": 87.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.847,
"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": 2.57,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.7,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 3.33,
"rent_growth_90d_pct": 2.73,
"tenant_expansion_probability": 0.615
} | {
"annualized_noi_impact_usd": 117656,
"annualized_revenue_impact_usd": 177035,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 696092,
"expansion_capture_probability_post_event": 0.494,
"lease_rate_change_pct": 1.2,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.44
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.07
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.498,
"capital_availability": 0.38,
"demand_pressure": 0.67,
"entitlement_friction": 0.568,
"labor_shortage": 0.932,
"portfolio_tightness": 0.67,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-104612",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:54:00Z",
"trace_id": "b8ff1fdd-4477-446c-a93a-bc3c873f1dc3"
} | {
"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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.174,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.153,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.68,
"battery_mwh": 6.13,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-E2D91F862A",
"grid_service_limit_mw": 23.59,
"gross_sqft": 724946,
"infill_site": true,
"lease_expiry_months": 22,
"occu... | {
"capital_availability": 0.4,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.503,
"cross_node_rebalancing_capacity_pct": 0.043,
"entitlement_friction": 0.318,
"nearby_nodes": 4,
"network_redundancy_score": 0.696,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 86,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34.9,
"dock_utilization_pct": 84.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 37.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 16,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.679,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.67,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 89.5,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 4.17,
"rent_growth_90d_pct": 6,
"tenant_expansion_probability": 0.516
} | {
"annualized_noi_impact_usd": 147310,
"annualized_revenue_impact_usd": 234177,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 448662,
"expansion_capture_probability_post_event": 0.492,
"lease_rate_change_pct": 3.31,
"occupancy_shift": 0.031,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.71
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.5
},
{
"action": "hold_service_lev... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.199,
"capital_availability": 0.4,
"demand_pressure": 0.59,
"entitlement_friction": 0.318,
"labor_shortage": 0.649,
"portfolio_tightness": 0.548,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-104613",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:47:00Z",
"trace_id": "26b52ae8-a6d4-4914-bf7d-86a9bbd5b19e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.423,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.448,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.22,
"battery_mwh": 10.43,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-B5A8F78F30",
"grid_service_limit_mw": 14.41,
"gross_sqft": 560645,
"infill_site": true,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.159,
"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.793,
"cross_node_rebalancing_capacity_pct": 0.194,
"entitlement_friction": 0.626,
"nearby_nodes": 2,
"network_redundancy_score": 0.867,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 115502... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 85.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_ra... | {
"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": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 0.32,
"rent_growth_90d_pct": 0.2,
"tenant_expansion_probability": 0.611
} | {
"annualized_noi_impact_usd": 12183,
"annualized_revenue_impact_usd": 17107,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 552208,
"expansion_capture_probability_post_event": 0.521,
"lease_rate_change_pct": 0.49,
"occupancy_shift": 0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.43
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.76
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.797,
"capital_availability": 0.159,
"demand_pressure": 0.668,
"entitlement_friction": 0.626,
"labor_shortage": 0.667,
"portfolio_tightness": 0.356,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-104614",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:09:00Z",
"trace_id": "f2df8f47-574b-4902-985a-5a8d083b5a5f"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.445,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.244,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.29,
"battery_mwh": 0.26,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-66F099EA16",
"grid_service_limit_mw": 10.2,
"gross_sqft": 1208710,
"infill_site": true,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.122,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.529,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.403,
"nearby_nodes": 2,
"network_redundancy_score": 0.505,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 90.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 56.7,
"dock_utilization_pct": 90.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 28.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.864,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.62,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 3.93,
"rent_growth_90d_pct": 6.45,
"tenant_expansion_probability": 0.698
} | {
"annualized_noi_impact_usd": 425047,
"annualized_revenue_impact_usd": 587055,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 608941,
"expansion_capture_probability_post_event": 0.599,
"lease_rate_change_pct": 4.92,
"occupancy_shift": 0.02,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.17
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.58
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.122,
"demand_pressure": 0.892,
"entitlement_friction": 0.403,
"labor_shortage": 0.895,
"portfolio_tightness": 0.56,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-104615",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:21:00Z",
"trace_id": "fc336015-7eea-4bae-9484-d79f9bd3d4d1"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"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": 0.292,
"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": 0.57,
"battery_mwh": 1.22,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 129,
"facility_id": "FAC-A41303601E",
"grid_service_limit_mw": 8.75,
"gross_sqft": 1295079,
"infill_site": false,
"lease_expiry_months": 49,
"occ... | {
"capital_availability": 0.41,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.4,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.226,
"nearby_nodes": 6,
"network_redundancy_score": 0.391,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20862,... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 84.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 85,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.78,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.9,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 3.23,
"rent_growth_90d_pct": 1.99,
"tenant_expansion_probability"... | {
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"annualized_revenue_impact_usd": -189220,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 606865,
"expansion_capture_probability_post_event": 0.379,
"lease_rate_change_pct": 0.18,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 41.48
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.42
},
{
"action": "shift_overflow_to_satellite... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.41,
"demand_pressure": 0.558,
"entitlement_friction": 0.226,
"labor_shortage": 0.816,
"portfolio_tightness": 0.635,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-104616",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:11:00Z",
"trace_id": "68c91e58-8bba-41b9-9e8c-02a45a11894d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.271,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.211,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 9.59,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-E7B681531B",
"grid_service_limit_mw": 14.15,
"gross_sqft": 383773,
"infill_site": false,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.009,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.65,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.202,
"nearby_nodes": 5,
"network_redundancy_score": 0.526,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 171... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 88,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.915,
"rent_growth_30d_pct": 2.16,
"rent_growth_90d_pct": 3.03,
"tenant_expansion_probability": 0.492
} | {
"annualized_noi_impact_usd": 24238,
"annualized_revenue_impact_usd": 33573,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.434,
"lease_rate_change_pct": 2.08,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.1
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.55
},
{
"action": "secure_pop_up_... | {
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"capital_availability": 0.009,
"demand_pressure": 0.788,
"entitlement_friction": 0.202,
"labor_shortage": 0.656,
"portfolio_tightness": 0.413,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-104617",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:08:00Z",
"trace_id": "5912e4f5-83b6-4950-812a-1a380d3145ca"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"growth_rate": 0.2,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.445,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.21,
"battery_mwh": 8.57,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-2A09D07E12",
"grid_service_limit_mw": 22.22,
"gross_sqft": 525989,
"infill_site": false,
"lease_expiry_months": 12,
"occ... | {
"capital_availability": 0.54,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.452,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.424,
"nearby_nodes": 7,
"network_redundancy_score": 0.859,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.2,
"dock_utilization_pct": 86.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.674,
"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": 2.34,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 88.7,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 3.48,
"rent_growth_90d_pct": 2.68,
"tenant_expansion_probability": 0.511... | {
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"annualized_revenue_impact_usd": 88668,
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"expansion_capture_probability_post_event": 0.489,
"lease_rate_change_pct": 1.02,
"occupancy_shift": 0.023,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.05
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.35
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.66,
"capital_availability": 0.54,
"demand_pressure": 0.703,
"entitlement_friction": 0.424,
"labor_shortage": 0.669,
"portfolio_tightness": 0.487,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-104618",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:38:00Z",
"trace_id": "90c9ad10-2733-4f1b-8ace-90048a6a7bbe"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-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": 0.269,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.418,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.35,
"battery_mwh": 9.6,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 94,
"facility_id": "FAC-981CFE0D33",
"grid_service_limit_mw": 9.88,
"gross_sqft": 942606,
"infill_site": false,
"lease_expiry_months": 18,
"o... | {
"capital_availability": 0.884,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.571,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.528,
"nearby_nodes": 8,
"network_redundancy_score": 0.563,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 18... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 85.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 91.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.94,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.5,
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"rent_growth_30d_pct": 4.83,
"rent_growth_90d_pct": 6.46,
"tenant_expansion_probability": 0.563
... | {
"annualized_noi_impact_usd": 218173,
"annualized_revenue_impact_usd": 304653,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.481,
"lease_rate_change_pct": 3.01,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 65.14
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 43.79
},
{
"action": "offer_preemptive_ex... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.332,
"capital_availability": 0.884,
"demand_pressure": 0.564,
"entitlement_friction": 0.528,
"labor_shortage": 0.825,
"portfolio_tightness": 0.701,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-104619",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:39:00Z",
"trace_id": "d16aa378-9b3d-4fe8-a707-9f29e4d0bda1"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.14,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.246,
"seasonality": 0.82,
"service_level_target": 0.... | {
"automation_penetration": 0.57,
"battery_mwh": 3.7,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-05E6C0C48B",
"grid_service_limit_mw": 12.19,
"gross_sqft": 1324711,
"infill_site": true,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.115,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.358,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.616,
"nearby_nodes": 5,
"network_redundancy_score": 0.413,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 84.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 49.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_r... | {
"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": "moderate",
"for... | {
"build_vs_buy_score": 1.59,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 0.87,
"rent_growth_90d_pct": 1.66,
"tenant_expansion_probability": 0.297
} | {
"annualized_noi_impact_usd": -78047,
"annualized_revenue_impact_usd": -112329,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 60,
"estimated_capex_usd": 479913,
"expansion_capture_probability_post_event": 0.192,
"lease_rate_change_pct": -1.14,
"occupancy_shift": 0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.63
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 30.37
},
{
"action": "secure_pop_up_capacity",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.724,
"capital_availability": 0.115,
"demand_pressure": 0.595,
"entitlement_friction": 0.616,
"labor_shortage": 0.84,
"portfolio_tightness": 0.456,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-104620",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:22:00Z",
"trace_id": "f4dd82e3-4eac-4069-85eb-2eabd75d60c6"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"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": 0.096,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.133,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.72,
"battery_mwh": 0.98,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-C36EB97B11",
"grid_service_limit_mw": 11.12,
"gross_sqft": 1062366,
"infill_site": true,
"lease_expiry_months": 70,
"oc... | {
"capital_availability": 0.618,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.28,
"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.463,
"nearby_nodes": 2,
"network_redundancy_score": 0.651,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 94.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.6,
"dock_utilization_pct": 88.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"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": 2.68,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.5,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": 4.02,
"rent_growth_90d_pct": 3.11,
"tenant_expansion_probability": 0.321
} | {
"annualized_noi_impact_usd": -74194,
"annualized_revenue_impact_usd": -112194,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 437877,
"expansion_capture_probability_post_event": 0.23,
"lease_rate_change_pct": 0.01,
"occupancy_shift": 0.017,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.2
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.97
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.396,
"capital_availability": 0.618,
"demand_pressure": 0.718,
"entitlement_friction": 0.463,
"labor_shortage": 0.686,
"portfolio_tightness": 0.693,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-104621",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:54:00Z",
"trace_id": "a55006cf-2d48-452f-89ec-ac7c39b0e17a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"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": 0.281,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.324,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.66,
"battery_mwh": 11.16,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-C82F17116A",
"grid_service_limit_mw": 20.66,
"gross_sqft": 1088552,
"infill_site": true,
"lease_expiry_months": 66,
"o... | {
"capital_availability": 0.068,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.306,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.146,
"nearby_nodes": 3,
"network_redundancy_score": 0.704,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 86.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.09,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.9,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 2.23,
"rent_growth_90d_pct": 3.29,
"tenant_expansion_probability": 0.471
... | {
"annualized_noi_impact_usd": -2971,
"annualized_revenue_impact_usd": -4097,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 339726,
"expansion_capture_probability_post_event": 0.403,
"lease_rate_change_pct": 2.23,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.95
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.96
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.9,
"capital_availability": 0.068,
"demand_pressure": 0.674,
"entitlement_friction": 0.146,
"labor_shortage": 0.573,
"portfolio_tightness": 0.537,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-104622",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:43:00Z",
"trace_id": "9de47666-bbbb-46f9-953b-b7e37e1798b8"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": 0.027,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.344,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.56,
"battery_mwh": 6.52,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 139,
"facility_id": "FAC-7D953E1637",
"grid_service_limit_mw": 22.79,
"gross_sqft": 1392408,
"infill_site": false,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.375,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.506,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.391,
"nearby_nodes": 7,
"network_redundancy_score": 0.71,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2164890... | [
{
"appointment_fill_pct": 87.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 80,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 81.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.9,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 0.1,
"rent_growth_90d_pct": -0.18,
"tenant_expansion_probability": 0.157
} | {
"annualized_noi_impact_usd": -277017,
"annualized_revenue_impact_usd": -429900,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 90,
"estimated_capex_usd": 603491,
"expansion_capture_probability_post_event": 0.054,
"lease_rate_change_pct": -3.25,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.23
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.17
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.525,
"capital_availability": 0.375,
"demand_pressure": 0.356,
"entitlement_friction": 0.391,
"labor_shortage": 0.758,
"portfolio_tightness": 0.44,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-104623",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:17:00Z",
"trace_id": "6d791dcb-9724-4e89-9209-2feb508e724c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.444,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.134,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.55,
"battery_mwh": 4.42,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-9B4F1F8D9B",
"grid_service_limit_mw": 13.98,
"gross_sqft": 1178518,
"infill_site": false,
"lease_expiry_months": 23,... | {
"capital_availability": 0.673,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.43,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.381,
"nearby_nodes": 6,
"network_redundancy_score": 0.501,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 91.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.1,
"dock_utilization_pct": 90,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"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": 1.73,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.4,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 2.93,
"rent_growth_90d_pct": 3.67,
"tenant_expansion_probability": 0.68... | {
"annualized_noi_impact_usd": 224570,
"annualized_revenue_impact_usd": 374744,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 30,
"estimated_capex_usd": 503357,
"expansion_capture_probability_post_event": 0.613,
"lease_rate_change_pct": 3.63,
"occupancy_shift": 0.027,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 55.07
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.71
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.672,
"capital_availability": 0.673,
"demand_pressure": 0.87,
"entitlement_friction": 0.381,
"labor_shortage": 0.63,
"portfolio_tightness": 0.497,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-104624",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:15:00Z",
"trace_id": "9591d986-a24f-41ab-851d-394e7c872932"
} | {
"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": 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": -0.014,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.309,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.39,
"battery_mwh": 7.93,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-8BAB01A8E6",
"grid_service_limit_mw": 12.5,
"gross_sqft": 531738,
"infill_site": false,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.759,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.616,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.547,
"nearby_nodes": 6,
"network_redundancy_score": 0.811,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 212... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.8,
"dock_utilization_pct": 81,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 48.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.672,
"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": 2.96,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.4,
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"rent_growth_30d_pct": 3.28,
"rent_growth_90d_pct": 3.37,
"tenant_expansion_probability": 0.322
} | {
"annualized_noi_impact_usd": -45047,
"annualized_revenue_impact_usd": -71285,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 475867,
"expansion_capture_probability_post_event": 0.273,
"lease_rate_change_pct": -0.76,
"occupancy_shift": 0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.37
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.06
},
{
"action": "escalate_utility_interconnect",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.759,
"demand_pressure": 0.367,
"entitlement_friction": 0.547,
"labor_shortage": 0.88,
"portfolio_tightness": 0.601,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.713,
"id": "FORGE-104625",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:57:00Z",
"trace_id": "9b30391e-e5da-4865-9e82-c2fd98d2b56b"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.216,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.212,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.37,
"battery_mwh": 5.67,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-0CE8FE847F",
"grid_service_limit_mw": 12.3,
"gross_sqft": 556019,
"infill_site": true,
"lease_expiry_months": 59,
"... | {
"capital_availability": 0.467,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.53,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.286,
"nearby_nodes": 3,
"network_redundancy_score": 0.433,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 38... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 27.7,
"dock_utilization_pct": 83.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.653,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.9,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82,
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"rent_growth_30d_pct": 2.37,
"rent_growth_90d_pct": 2.32,
"tenant_expansion_probability": 0.49
} | {
"annualized_noi_impact_usd": 37400,
"annualized_revenue_impact_usd": 55390,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 374708,
"expansion_capture_probability_post_event": 0.471,
"lease_rate_change_pct": 1.16,
"occupancy_shift": 0.025,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.01
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.34
},
{
"action": "defer_noncritical_projects",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.467,
"demand_pressure": 0.551,
"entitlement_friction": 0.286,
"labor_shortage": 0.461,
"portfolio_tightness": 0.425,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-104626",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:24:00Z",
"trace_id": "888dcdfd-e612-446d-bb89-f5ab5961f932"
} | {
"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": 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": 0.392,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.19,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.33,
"battery_mwh": 6.15,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 133,
"facility_id": "FAC-5BE20D4D07",
"grid_service_limit_mw": 11.17,
"gross_sqft": 1332474,
"infill_site": false,
"lease_expiry_months": 26,
"o... | {
"capital_availability": 0.554,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.352,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.44,
"nearby_nodes": 6,
"network_redundancy_score": 0.642,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 91.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.7,
"dock_utilization_pct": 88.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.75,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.8,
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"rent_growth_30d_pct": 2.44,
"rent_growth_90d_pct": 2.87,
"tenant_expansion_probability": 0.644
} | {
"annualized_noi_impact_usd": 230964,
"annualized_revenue_impact_usd": 332146,
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"expansion_capture_probability_post_event": 0.569,
"lease_rate_change_pct": 2.48,
"occupancy_shift": 0.023,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 44.3
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.93
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.554,
"demand_pressure": 0.814,
"entitlement_friction": 0.44,
"labor_shortage": 0.731,
"portfolio_tightness": 0.432,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-104627",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:18:00Z",
"trace_id": "ac3c774b-89fa-4acc-b0aa-6b17cfb58baa"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.151,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.45,
"battery_mwh": 6.56,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-0C7108B078",
"grid_service_limit_mw": 16.19,
"gross_sqft": 1302040,
"infill_site": true,
"lease_expiry_months": 11,
"oc... | {
"capital_availability": 0.121,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.792,
"cross_node_rebalancing_capacity_pct": 0.182,
"entitlement_friction": 0.306,
"nearby_nodes": 8,
"network_redundancy_score": 0.823,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 84.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"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... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 1.6,
"rent_growth_90d_pct": 2.01,
"tenant_expansion_probability": 0.336
} | {
"annualized_noi_impact_usd": 4429,
"annualized_revenue_impact_usd": 6345,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.255,
"lease_rate_change_pct": -0.1,
"occupancy_shift": 0.017,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.9
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.98
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.482,
"capital_availability": 0.121,
"demand_pressure": 0.585,
"entitlement_friction": 0.306,
"labor_shortage": 0.661,
"portfolio_tightness": 0.465,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-104628",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:13:00Z",
"trace_id": "43a1eac0-b087-4c37-886a-95d859e5b0de"
} | {
"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": "labor_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": "250m_500m",
"expansion_request_open": true,
"growth_rate": -0.013,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.14,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.28,
"battery_mwh": 2.05,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-15F5DCB80D",
"grid_service_limit_mw": 9.91,
"gross_sqft": 831826,
"infill_site": true,
"lease_expiry_months": 19,
"occup... | {
"capital_availability": 0.432,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.35,
"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.496,
"nearby_nodes": 7,
"network_redundancy_score": 0.736,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.4,
"dock_utilization_pct": 80.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.732,
"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": 2.45,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.2,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 1.15,
"rent_growth_90d_pct": 0.19,
"tenant_expansion_probability": 0.216
} | {
"annualized_noi_impact_usd": -170290,
"annualized_revenue_impact_usd": -292149,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 45,
"estimated_capex_usd": 379906,
"expansion_capture_probability_post_event": 0.133,
"lease_rate_change_pct": -2.9,
"occupancy_shift": 0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.15
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.66
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.705,
"capital_availability": 0.432,
"demand_pressure": 0.332,
"entitlement_friction": 0.496,
"labor_shortage": 0.924,
"portfolio_tightness": 0.634,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-104629",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:47:00Z",
"trace_id": "96565e1c-c0dd-4a49-85c6-8352923e2188"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.1,
"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": 0.221,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.234,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.6,
"battery_mwh": 3.38,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-5A5B420000",
"grid_service_limit_mw": 12.38,
"gross_sqft": 705596,
"infill_site": false,
"lease_expiry_months": 46,
"occu... | {
"capital_availability": 0.66,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.307,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.697,
"nearby_nodes": 3,
"network_redundancy_score": 0.449,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.5,
"dock_utilization_pct": 82.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.665,
"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": 2.68,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.09,
"rent_growth_90d_pct": 5.62,
"tenant_expansion_probability": 0.55
} | {
"annualized_noi_impact_usd": 117891,
"annualized_revenue_impact_usd": 178114,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 452027,
"expansion_capture_probability_post_event": 0.501,
"lease_rate_change_pct": 2.73,
"occupancy_shift": 0.015,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.65
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 27.96
},
{
"action": "activate_temp_labor",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.618,
"capital_availability": 0.66,
"demand_pressure": 0.454,
"entitlement_friction": 0.697,
"labor_shortage": 0.82,
"portfolio_tightness": 0.628,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-104630",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:47:00Z",
"trace_id": "4c333aa2-a776-4979-a4ce-ebd609825f29"
} | {
"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": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.141,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.364,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.37,
"battery_mwh": 9.9,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-D803DD2F22",
"grid_service_limit_mw": 23.33,
"gross_sqft": 364807,
"infill_site": false,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.793,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.266,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.55,
"nearby_nodes": 2,
"network_redundancy_score": 0.846,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34.4,
"dock_utilization_pct": 84.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 35,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.662,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.36,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.02,
"rent_growth_90d_pct": 3.59,
"tenant_expansion_probability": 0.467
} | {
"annualized_noi_impact_usd": 19213,
"annualized_revenue_impact_usd": 26615,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 516691,
"expansion_capture_probability_post_event": 0.443,
"lease_rate_change_pct": 1.18,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 27.64
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.48
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.566,
"capital_availability": 0.793,
"demand_pressure": 0.584,
"entitlement_friction": 0.55,
"labor_shortage": 0.725,
"portfolio_tightness": 0.507,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-104631",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:23:00Z",
"trace_id": "4e56744e-d0db-47f4-8a5d-dfe00c6a7639"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.5,
"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": 0.068,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.171,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.56,
"battery_mwh": 2.94,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 75,
"facility_id": "FAC-CA5AC7FF52",
"grid_service_limit_mw": 21.7,
"gross_sqft": 750554,
"infill_site": true,
"lease_expiry_months": 15,
"o... | {
"capital_availability": 0.828,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.677,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.53,
"nearby_nodes": 5,
"network_redundancy_score": 0.665,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 85054,
... | [
{
"appointment_fill_pct": 77.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.3,
"dock_utilization_pct": 79.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 81.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.696,
"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": 2.25,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.8,
"occupancy_90d": 0.981,
"rent_growth_30d_pct": 1.88,
"rent_growth_90d_pct": 2.38,
"tenant_expansion_probability": 0.308
} | {
"annualized_noi_impact_usd": -35864,
"annualized_revenue_impact_usd": -48741,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 659703,
"expansion_capture_probability_post_event": 0.239,
"lease_rate_change_pct": -1.32,
"occupancy_shift": 0.013,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.01
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.72
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.349,
"capital_availability": 0.828,
"demand_pressure": 0.345,
"entitlement_friction": 0.53,
"labor_shortage": 0.799,
"portfolio_tightness": 0.472,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-104632",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:34:00Z",
"trace_id": "f7be463e-a3eb-4b41-a42c-71478a32584d"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.405,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.347,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.32,
"battery_mwh": 3.91,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-5C74A05F57",
"grid_service_limit_mw": 16.51,
"gross_sqft": 1018613,
"infill_site": false,
"lease_expiry_months": 10,
"o... | {
"capital_availability": 0.535,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.606,
"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.192,
"nearby_nodes": 7,
"network_redundancy_score": 0.684,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 327128... | [
{
"appointment_fill_pct": 93.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.7,
"dock_utilization_pct": 88,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.5,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 1.65,
"rent_growth_90d_pct": 4.22,
"tenant_expansion_probability": 0.613
} | {
"annualized_noi_impact_usd": 143320,
"annualized_revenue_impact_usd": 198924,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 30,
"estimated_capex_usd": 406397,
"expansion_capture_probability_post_event": 0.553,
"lease_rate_change_pct": 4.05,
"occupancy_shift": 0.013,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.48
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.97
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.722,
"capital_availability": 0.535,
"demand_pressure": 0.798,
"entitlement_friction": 0.192,
"labor_shortage": 0.577,
"portfolio_tightness": 0.363,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-104633",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:52:00Z",
"trace_id": "0b5dabe7-2f56-428e-b3d1-44624fcd33e9"
} | {
"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": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.182,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.303,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.36,
"battery_mwh": 0.25,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 131,
"facility_id": "FAC-28DD846218",
"grid_service_limit_mw": 18.67,
"gross_sqft": 1313198,
"infill_site": false,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.496,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.766,
"cross_node_rebalancing_capacity_pct": 0.059,
"entitlement_friction": 0.716,
"nearby_nodes": 6,
"network_redundancy_score": 0.637,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 75.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.2,
"dock_utilization_pct": 81.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.71,
"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_press... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.15,
"rent_growth_90d_pct": 4.01,
"tenant_expansion_probability": 0.442
} | {
"annualized_noi_impact_usd": 43519,
"annualized_revenue_impact_usd": 59033,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 647520,
"expansion_capture_probability_post_event": 0.367,
"lease_rate_change_pct": 0.67,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.47
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.79
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.374,
"capital_availability": 0.496,
"demand_pressure": 0.445,
"entitlement_friction": 0.716,
"labor_shortage": 0.801,
"portfolio_tightness": 0.476,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-104634",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:08:00Z",
"trace_id": "6e718d5d-bb68-463c-867f-e8da2668dc11"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.181,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.278,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.49,
"battery_mwh": 1.24,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-2078EF24B1",
"grid_service_limit_mw": 21.75,
"gross_sqft": 816779,
"infill_site": true,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.331,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.543,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.64,
"nearby_nodes": 2,
"network_redundancy_score": 0.716,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 79.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.2,
"dock_utilization_pct": 83.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 18.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.693,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.34,
"rent_growth_90d_pct": 4.01,
"tenant_expansion_probability": 0.496
} | {
"annualized_noi_impact_usd": 38035,
"annualized_revenue_impact_usd": 53810,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 450559,
"expansion_capture_probability_post_event": 0.445,
"lease_rate_change_pct": 1.25,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.35
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.86
},
{
"action": "lock_power_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.331,
"demand_pressure": 0.512,
"entitlement_friction": 0.64,
"labor_shortage": 0.717,
"portfolio_tightness": 0.566,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-104635",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:24:00Z",
"trace_id": "4354835c-4215-4100-9f80-030e2a4bfa2b"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.109,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.336,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.18,
"battery_mwh": 3.75,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-D8EAEE2E81",
"grid_service_limit_mw": 16.19,
"gross_sqft": 533180,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.706,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.486,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.723,
"nearby_nodes": 7,
"network_redundancy_score": 0.792,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 411019,... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 25.2,
"dock_utilization_pct": 81.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 1.81,
"rent_growth_90d_pct": 2.81,
"tenant_expansion_probability": 0.384
} | {
"annualized_noi_impact_usd": -7991,
"annualized_revenue_impact_usd": -10401,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 535231,
"expansion_capture_probability_post_event": 0.349,
"lease_rate_change_pct": 0.37,
"occupancy_shift": 0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.48
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 29.13
},
{
"action": "escalate_utility_interconnect",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.706,
"demand_pressure": 0.404,
"entitlement_friction": 0.723,
"labor_shortage": 0.412,
"portfolio_tightness": 0.507,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-104636",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:54:00Z",
"trace_id": "fde097ac-15ef-45a3-a5fb-f868e3ba2b8b"
} | {
"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": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.315,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.469,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.74,
"battery_mwh": 3.56,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-CAD9B8A294",
"grid_service_limit_mw": 16.41,
"gross_sqft": 476602,
"infill_site": false,
"lease_expiry_months": 54,
"occ... | {
"capital_availability": 0.096,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.338,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.178,
"nearby_nodes": 6,
"network_redundancy_score": 0.551,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46,
"dock_utilization_pct": 86.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 50,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.3,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.982,
"rent_growth_30d_pct": 1.99,
"rent_growth_90d_pct": 2.04,
"tenant_expansion_probability": 0.4... | {
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"annualized_revenue_impact_usd": -25164,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.408,
"lease_rate_change_pct": 1.11,
"occupancy_shift": -0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 43.07
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.71
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"demand_pressure": 0.67,
"entitlement_friction": 0.178,
"labor_shortage": 0.704,
"portfolio_tightness": 0.506,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-104637",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:29:00Z",
"trace_id": "7c717d6a-7218-4ad7-b009-0c4516301508"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.195,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.41,
"battery_mwh": 10.27,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-4D0EFA40A1",
"grid_service_limit_mw": 14.95,
"gross_sqft": 909340,
"infill_site": true,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.452,
"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.552,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.216,
"nearby_nodes": 2,
"network_redundancy_score": 0.848,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.8,
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"dock_utilization_pct": 77.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 63.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"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": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.34,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.54,
"rent_growth_90d_pct": 1.19,
"tenant_expansion_probability": 0.187
} | {
"annualized_noi_impact_usd": -179118,
"annualized_revenue_impact_usd": -238590,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 520714,
"expansion_capture_probability_post_event": 0.11,
"lease_rate_change_pct": -1.75,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.01
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.8
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.417,
"capital_availability": 0.452,
"demand_pressure": 0.183,
"entitlement_friction": 0.216,
"labor_shortage": 0.663,
"portfolio_tightness": 0.558,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-104638",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:04:00Z",
"trace_id": "8f91243b-2bfb-4d15-b9fa-40cb590d73c4"
} | {
"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": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.136,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.51,
"battery_mwh": 10.97,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-C97EB7560A",
"grid_service_limit_mw": 21.09,
"gross_sqft": 649326,
"infill_site": false,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.539,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.396,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.206,
"nearby_nodes": 5,
"network_redundancy_score": 0.652,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 91,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46,
"dock_utilization_pct": 86.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"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": 1.97,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.8,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 2.9,
"rent_growth_90d_pct": 4.21,
"tenant_expansion_probability": 0.395
} | {
"annualized_noi_impact_usd": 13579,
"annualized_revenue_impact_usd": 20109,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 511348,
"expansion_capture_probability_post_event": 0.314,
"lease_rate_change_pct": 1.79,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.7
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.38
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.409,
"capital_availability": 0.539,
"demand_pressure": 0.684,
"entitlement_friction": 0.206,
"labor_shortage": 0.703,
"portfolio_tightness": 0.537,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-104639",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:37:00Z",
"trace_id": "ac71b64a-bdad-4038-9575-0144b95aa9a8"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.218,
"industry": "3pl",
"margin_sensitivity": 0.81,
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.276,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.57,
"battery_mwh": 1.33,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-2AEC575A17",
"grid_service_limit_mw": 12.34,
"gross_sqft": 489980,
"infill_site": false,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.68,
"cluster_utilization_pct": 0.915,
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"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.475,
"nearby_nodes": 3,
"network_redundancy_score": 0.347,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 130... | [
{
"appointment_fill_pct": 81,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.7,
"dock_utilization_pct": 83.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.646,
"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": 2.68,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.9,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 3.01,
"rent_growth_90d_pct": 5.55,
"tenant_expansion_probability": 0.555
} | {
"annualized_noi_impact_usd": 205022,
"annualized_revenue_impact_usd": 293584,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 484476,
"expansion_capture_probability_post_event": 0.534,
"lease_rate_change_pct": 3.39,
"occupancy_shift": 0.022,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.27
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 25.11
},
{
"action": "lock_power_capacity_reservation"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.68,
"demand_pressure": 0.486,
"entitlement_friction": 0.475,
"labor_shortage": 0.676,
"portfolio_tightness": 0.575,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-104640",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:49:00Z",
"trace_id": "0c2fcbe7-3c62-487c-ae70-28f0de4fe00d"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.04,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.427,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.29,
"battery_mwh": 4.98,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-1EC52FCF19",
"grid_service_limit_mw": 10.18,
"gross_sqft": 423736,
"infill_site": false,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.073,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.362,
"cross_node_rebalancing_capacity_pct": 0.196,
"entitlement_friction": 0.536,
"nearby_nodes": 3,
"network_redundancy_score": 0.873,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 82.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fill... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.51,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.9,
"rent_growth_90d_pct": 4.46,
"tenant_expansion_probability": 0.242
} | {
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"annualized_revenue_impact_usd": -53943,
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"estimated_capex_usd": 542991,
"expansion_capture_probability_post_event": 0.14,
"lease_rate_change_pct": 0.22,
"occupancy_shift": -0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.78
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27
},
{
"action": "secure_pop_up_capacity",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.415,
"entitlement_friction": 0.536,
"labor_shortage": 0.922,
"portfolio_tightness": 0.666,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-104641",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:48:00Z",
"trace_id": "50d1cb79-2d2b-4d94-b619-6b06553ee08c"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.09,
"seasonality": 0.33,
"service_l... | {
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"battery_mwh": 0.72,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-880FC28346",
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"gross_sqft": 861162,
"infill_site": false,
"lease_expiry_months": 12,
"occu... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.594,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 981... | [
{
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"power_load_pct_of_service_limit": 67.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"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": "high",
"forecast... | {
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"rent_growth_30d_pct": 1.23,
"rent_growth_90d_pct": 2.01,
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} | {
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"lease_rate_change_pct": -1.35,
"occupancy_shift": 0.002,
"service_penalty_ri... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.8
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.95
},
{
"action": "secure_pop_up_... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.619,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-104642",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:08:00Z",
"trace_id": "2c2c00fd-1477-49db-be01-590340cf666b"
} | {
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"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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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"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.424,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 1.63,
"building_class": "class_a_plus",
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"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-52ACDDA71E",
"grid_service_limit_mw": 14.96,
"gross_sqft": 560876,
"infill_site": false,
"lease_expiry_months": 28,
... | {
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"nearby_nodes": 3,
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"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
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"dock_utilization_pct": 84.7,
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"power_load_pct_of_service_limit": 48.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.4,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"rent_growth_90d_pct": 0.72,
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} | {
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"lease_rate_change_pct": -1.39,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.02
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.3
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.521,
"demand_pressure": 0.643,
"entitlement_friction": 0.709,
"labor_shortage": 0.919,
"portfolio_tightness": 0.301,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-104643",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:58:00Z",
"trace_id": "e144d756-db1b-4b04-9722-f4620caf96d0"
} | {
"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": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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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": 0.32,
"seasonality": 0.33,
"service_l... | {
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"battery_mwh": 3.29,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-979BD664C1",
"grid_service_limit_mw": 19.72,
"gross_sqft": 1058310,
"infill_site": true,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.008,
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"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.678,
"nearby_nodes": 7,
"network_redundancy_score": 0.811,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 64.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.98,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.07,
"rent_growth_90d_pct": -0.54,
"tenant_expansion_probability": 0.432
... | {
"annualized_noi_impact_usd": -71282,
"annualized_revenue_impact_usd": -111883,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.332,
"lease_rate_change_pct": -1.65,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 30.84
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.56
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.611,
"capital_availability": 0.008,
"demand_pressure": 0.471,
"entitlement_friction": 0.678,
"labor_shortage": 0.723,
"portfolio_tightness": 0.422,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-104644",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:42:00Z",
"trace_id": "b11d18d0-d2fb-444b-8560-4562f6c81867"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"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": 0.211,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.307,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.78,
"battery_mwh": 7.18,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-E7FD7F557B",
"grid_service_limit_mw": 12.02,
"gross_sqft": 708833,
"infill_site": true,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.281,
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"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.452,
"nearby_nodes": 8,
"network_redundancy_score": 0.792,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 77,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 83.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.7,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.8,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 0.91,
"rent_growth_90d_pct": 2.13,
"tenant_expansion_probability": 0.409
} | {
"annualized_noi_impact_usd": -25241,
"annualized_revenue_impact_usd": -34394,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 506897,
"expansion_capture_probability_post_event": 0.321,
"lease_rate_change_pct": 0.2,
"occupancy_shift": 0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.29
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.48
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.656,
"capital_availability": 0.281,
"demand_pressure": 0.512,
"entitlement_friction": 0.452,
"labor_shortage": 0.83,
"portfolio_tightness": 0.476,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-104645",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:25:00Z",
"trace_id": "f8c0dbaf-1c82-4040-a05c-fdd321e55149"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.078,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.485,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 9.53,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-DCC95092BD",
"grid_service_limit_mw": 24.27,
"gross_sqft": 948150,
"infill_site": false,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.369,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.468,
"cross_node_rebalancing_capacity_pct": 0.154,
"entitlement_friction": 0.23,
"nearby_nodes": 8,
"network_redundancy_score": 0.385,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1271551... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 84,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.757,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.2,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 1.03,
"rent_growth_90d_pct": 0.88,
"tenant_expansion_probability": 0.265
} | {
"annualized_noi_impact_usd": -130966,
"annualized_revenue_impact_usd": -173402,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 446744,
"expansion_capture_probability_post_event": 0.198,
"lease_rate_change_pct": -1.28,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.47
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.9
},
{
"action": "activate_temp_la... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.369,
"demand_pressure": 0.579,
"entitlement_friction": 0.23,
"labor_shortage": 0.728,
"portfolio_tightness": 0.391,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-104646",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T13:18:00Z",
"trace_id": "e3221d4d-20d2-4664-8592-4176e22c624e"
} | {
"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.303,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.099,
"seasonality": 0.74,
"service_le... | {
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"battery_mwh": 4.93,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-D92773ED9F",
"grid_service_limit_mw": 15.12,
"gross_sqft": 734809,
"infill_site": false,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.713,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.75,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.567,
"nearby_nodes": 6,
"network_redundancy_score": 0.528,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 85.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fil... | {
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"anomaly_score": 0.793,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.77,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.9,
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"rent_growth_30d_pct": 1.85,
"rent_growth_90d_pct": 2.55,
"tenant_expansion_probability": 0.526
} | {
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"annualized_revenue_impact_usd": 47776,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.43,
"lease_rate_change_pct": 1.04,
"occupancy_shift": 0.016,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.21
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.46
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"capital_availability": 0.713,
"demand_pressure": 0.614,
"entitlement_friction": 0.567,
"labor_shortage": 0.817,
"portfolio_tightness": 0.526,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-104647",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:00:00Z",
"trace_id": "ba89676a-00b6-4faa-afc6-0ced493cbf4f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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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"growth_rate": 0.121,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.105,
"seasonality": 0.74,
"service_level... | {
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"battery_mwh": 6.33,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 136,
"facility_id": "FAC-7525AC06B7",
"grid_service_limit_mw": 19.66,
"gross_sqft": 1360364,
"infill_site": false,
"lease_expiry_months": 53,
"oc... | {
"capital_availability": 0.278,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.473,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.482,
"nearby_nodes": 8,
"network_redundancy_score": 0.419,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 724307... | [
{
"appointment_fill_pct": 87.5,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 88.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.2,
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"rent_growth_30d_pct": 2.54,
"rent_growth_90d_pct": 3.96,
"tenant_expansion_probability": 0.345
} | {
"annualized_noi_impact_usd": 75831,
"annualized_revenue_impact_usd": 110649,
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"expansion_capture_probability_post_event": 0.28,
"lease_rate_change_pct": 1.45,
"occupancy_shift": 0.026,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.31
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.88
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.565,
"capital_availability": 0.278,
"demand_pressure": 0.77,
"entitlement_friction": 0.482,
"labor_shortage": 0.615,
"portfolio_tightness": 0.507,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-104648",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:38:00Z",
"trace_id": "9b2e8cb0-6afd-4655-af21-80ab57676888"
} | {
"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": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.051,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.11,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.61,
"battery_mwh": 7.25,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-61E1554BCE",
"grid_service_limit_mw": 16.51,
"gross_sqft": 568607,
"infill_site": false,
"lease_expiry_months": 9,
"occu... | {
"capital_availability": 0.451,
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"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.126,
"nearby_nodes": 7,
"network_redundancy_score": 0.836,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 80.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pres... | {
"build_vs_buy_score": 2.4,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 1.24,
"rent_growth_90d_pct": 0.72,
"tenant_expansion_probability": 0.212
} | {
"annualized_noi_impact_usd": -55890,
"annualized_revenue_impact_usd": -86011,
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"expansion_capture_probability_post_event": 0.122,
"lease_rate_change_pct": -2.02,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.47
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.13
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.451,
"demand_pressure": 0.379,
"entitlement_friction": 0.126,
"labor_shortage": 0.681,
"portfolio_tightness": 0.484,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-104649",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:50:00Z",
"trace_id": "7227157d-770e-44ed-b97b-2328a155cb92"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": 0.17,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.355,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.51,
"battery_mwh": 10.07,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 146,
"facility_id": "FAC-17EE5FDD21",
"grid_service_limit_mw": 16.68,
"gross_sqft": 1469503,
"infill_site": false,
"lease_expiry_months": 41,
"o... | {
"capital_availability": 0.458,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.405,
"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.417,
"nearby_nodes": 3,
"network_redundancy_score": 0.524,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 80.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"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": 1.78,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 0.02,
"rent_growth_90d_pct": 0.99,
"tenant_expansion_probability": 0.292
} | {
"annualized_noi_impact_usd": -254778,
"annualized_revenue_impact_usd": -335188,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 694029,
"expansion_capture_probability_post_event": 0.158,
"lease_rate_change_pct": -2.09,
"occupancy_shift": -0.015,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 44.63
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.11
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.278,
"capital_availability": 0.458,
"demand_pressure": 0.392,
"entitlement_friction": 0.417,
"labor_shortage": 0.999,
"portfolio_tightness": 0.369,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-104650",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:18:00Z",
"trace_id": "a097cdf8-bda3-438d-b452-cb7f9a7c4a74"
} | {
"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": -0.024,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.309,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.67,
"battery_mwh": 4.7,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 43,
"facility_id": "FAC-793B34E646",
"grid_service_limit_mw": 13.28,
"gross_sqft": 433564,
"infill_site": false,
"lease_expiry_months": 23,
"... | {
"capital_availability": 0.029,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.503,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.677,
"nearby_nodes": 4,
"network_redundancy_score": 0.696,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.8,
"dock_utilization_pct": 78.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 85.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"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": 1.55,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79,
"occupancy_90d": 0.878,
"rent_growth_30d_pct": -0.78,
"rent_growth_90d_pct": -1.23,
"tenant_expansion_probability": 0.077
} | {
"annualized_noi_impact_usd": -175192,
"annualized_revenue_impact_usd": -231371,
"cap_rate_pressure_pct": -0.35,
"decision_horizon_days": 30,
"estimated_capex_usd": 724811,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.64,
"occupancy_shift": -0.016,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.49
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.72
},
{
"action": "rebalance_carrier_mix... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.75,
"capital_availability": 0.029,
"demand_pressure": 0.296,
"entitlement_friction": 0.677,
"labor_shortage": 0.65,
"portfolio_tightness": 0.45,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-104651",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:18:00Z",
"trace_id": "500d302d-f635-49e7-8dda-0bcff2e2bc39"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.133,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.391,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.29,
"battery_mwh": 1,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-2C8E3355BC",
"grid_service_limit_mw": 21.15,
"gross_sqft": 520957,
"infill_site": false,
"lease_expiry_months": 57,
"o... | {
"capital_availability": 0.404,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.365,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.618,
"nearby_nodes": 7,
"network_redundancy_score": 0.463,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 180622... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 82.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 46.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.1,
"shift_fi... | {
"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": "very_high",
"forec... | {
"build_vs_buy_score": 1.66,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.1,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 0.01,
"rent_growth_90d_pct": 2.24,
"tenant_expansion_probability": 0.296
} | {
"annualized_noi_impact_usd": -35152,
"annualized_revenue_impact_usd": -57772,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 460218,
"expansion_capture_probability_post_event": 0.214,
"lease_rate_change_pct": -0.05,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.91
},
{
"action": "defer_noncritical_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.84,
"capital_availability": 0.404,
"demand_pressure": 0.512,
"entitlement_friction": 0.618,
"labor_shortage": 0.61,
"portfolio_tightness": 0.421,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-104652",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:36:00Z",
"trace_id": "0f351e51-3323-43ae-ab99-ea5196f82d64"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"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": 0.217,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.37,
"battery_mwh": 3.56,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 93,
"facility_id": "FAC-B59780D908",
"grid_service_limit_mw": 11.73,
"gross_sqft": 932426,
"infill_site": true,
"lease_expiry_months": 20,
"occup... | {
"capital_availability": 0.293,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.805,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.592,
"nearby_nodes": 3,
"network_redundancy_score": 0.465,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.7,
"dock_utilization_pct": 81.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.32,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.5,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 1.17,
"rent_growth_90d_pct": 3.11,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -162503,
"annualized_revenue_impact_usd": -249770,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 807276,
"expansion_capture_probability_post_event": 0.217,
"lease_rate_change_pct": 0.04,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 34.88
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.04
},
{
"action": "secure_pop_up_capacit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.887,
"capital_availability": 0.293,
"demand_pressure": 0.402,
"entitlement_friction": 0.592,
"labor_shortage": 0.818,
"portfolio_tightness": 0.64,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-104653",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:52:00Z",
"trace_id": "6f6ba92a-5aca-4dee-bc06-0ba52a719481"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.13,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.209,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.34,
"battery_mwh": 3.75,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 108,
"facility_id": "FAC-243BF10878",
"grid_service_limit_mw": 22.45,
"gross_sqft": 1082651,
"infill_site": false,
"lease_expiry_months": 53,
"oc... | {
"capital_availability": 0.127,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.616,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.639,
"nearby_nodes": 8,
"network_redundancy_score": 0.684,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 944375... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41,
"dock_utilization_pct": 82.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.9,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": 0.23,
"rent_growth_90d_pct": -0.4,
"tenant_expansion_probability": 0.242
} | {
"annualized_noi_impact_usd": -193280,
"annualized_revenue_impact_usd": -288971,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 581498,
"expansion_capture_probability_post_event": 0.116,
"lease_rate_change_pct": -3.04,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.44
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.24
},
{
"action": "escalate_utility_interconnect"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.308,
"capital_availability": 0.127,
"demand_pressure": 0.501,
"entitlement_friction": 0.639,
"labor_shortage": 0.658,
"portfolio_tightness": 0.366,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-104654",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:25:00Z",
"trace_id": "63f834a3-01dd-47fb-8576-5358845c3642"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.288,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.383,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.56,
"battery_mwh": 2.35,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-CB0091563D",
"grid_service_limit_mw": 21.28,
"gross_sqft": 1161237,
"infill_site": false,
"lease_expiry_months": 42,
"o... | {
"capital_availability": 0.44,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.293,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.48,
"nearby_nodes": 3,
"network_redundancy_score": 0.744,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.2,
"dock_utilization_pct": 85.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.93,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.2,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 0.92,
"rent_growth_90d_pct": -0.43,
"tenant_expansion_probability": 0.47
} | {
"annualized_noi_impact_usd": -46748,
"annualized_revenue_impact_usd": -68647,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 390846,
"expansion_capture_probability_post_event": 0.385,
"lease_rate_change_pct": -0.98,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.33
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.85
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.857,
"capital_availability": 0.44,
"demand_pressure": 0.627,
"entitlement_friction": 0.48,
"labor_shortage": 0.707,
"portfolio_tightness": 0.446,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-104655",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:52:00Z",
"trace_id": "5d4deb9c-ce3b-49bc-9ead-87b915755d1c"
} | {
"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": 8.6,
"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": 0.233,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.35,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.34,
"battery_mwh": 10.53,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 118,
"facility_id": "FAC-C42D7E2078",
"grid_service_limit_mw": 11.97,
"gross_sqft": 1187445,
"infill_site": false,
"lease_expiry_months": 48,... | {
"capital_availability": 0.031,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.778,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.362,
"nearby_nodes": 8,
"network_redundancy_score": 0.725,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 83.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.2,
"shift_fill... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.6,
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"rent_growth_30d_pct": 1.17,
"rent_growth_90d_pct": 0.16,
"tenant_expansion_probability": 0.371
} | {
"annualized_noi_impact_usd": -93874,
"annualized_revenue_impact_usd": -120960,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.261,
"lease_rate_change_pct": -1.51,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.56
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.7
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.031,
"demand_pressure": 0.549,
"entitlement_friction": 0.362,
"labor_shortage": 0.727,
"portfolio_tightness": 0.476,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-104656",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:35:00Z",
"trace_id": "072b2958-51cc-43d3-8cbc-3c0d6589b7f3"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"growth_rate": 0.024,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.453,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.32,
"battery_mwh": 8.12,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-0EBE059B8A",
"grid_service_limit_mw": 12.4,
"gross_sqft": 1267320,
"infill_site": true,
"lease_expiry_months": 20,
"occ... | {
"capital_availability": 0.07,
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"competitive_pressure_score": 0.699,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.803,
"nearby_nodes": 2,
"network_redundancy_score": 0.819,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 81.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 0.43,
"rent_growth_90d_pct": 0.22,
"tenant_expansion_probability": 0.185
} | {
"annualized_noi_impact_usd": -439222,
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"expansion_capture_probability_post_event": 0.07,
"lease_rate_change_pct": -3.38,
"occupancy_shift": -0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.59
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.83
},
{
"action": "delay_spe... | {
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"entitlement_friction": 0.803,
"labor_shortage": 0.926,
"portfolio_tightness": 0.576,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-104657",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:44:00Z",
"trace_id": "98c7422f-b5e4-4bc8-8c5a-b28975971d1d"
} | {
"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",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"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": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.332,
"seasonality": 0.49,
"service_level_ta... | {
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"battery_mwh": 8.66,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 78,
"facility_id": "FAC-FF2F2AF40F",
"grid_service_limit_mw": 25.69,
"gross_sqft": 782877,
"infill_site": false,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.092,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.279,
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"entitlement_friction": 0.362,
"nearby_nodes": 7,
"network_redundancy_score": 0.765,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 89,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 83.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.14,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.11,
"rent_growth_90d_pct": 5.49,
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} | {
"annualized_noi_impact_usd": -17760,
"annualized_revenue_impact_usd": -24928,
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"lease_rate_change_pct": 2.34,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.9
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.82
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.092,
"demand_pressure": 0.799,
"entitlement_friction": 0.362,
"labor_shortage": 0.591,
"portfolio_tightness": 0.568,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.744,
"id": "FORGE-104658",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:13:00Z",
"trace_id": "c106113b-8f20-4d4e-8ad4-c79317191247"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.035,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.393,
"seasonality": 0.74,
"servic... | {
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"battery_mwh": 2.09,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-6944D3A4C4",
"grid_service_limit_mw": 11.26,
"gross_sqft": 1126668,
"infill_site": false,
"lease_expiry_months": 53,... | {
"capital_availability": 0.594,
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"entitlement_friction": 0.78,
"nearby_nodes": 8,
"network_redundancy_score": 0.729,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 845... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 83.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.757,
"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": 2.35,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.5,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 1.78,
"rent_growth_90d_pct": 3.46,
"tenant_expansion_probability": 0.249
} | {
"annualized_noi_impact_usd": -281015,
"annualized_revenue_impact_usd": -424094,
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"expansion_capture_probability_post_event": 0.154,
"lease_rate_change_pct": -0.38,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.84
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.16
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.773,
"capital_availability": 0.594,
"demand_pressure": 0.46,
"entitlement_friction": 0.78,
"labor_shortage": 0.819,
"portfolio_tightness": 0.687,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.878,
"id": "FORGE-104659",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:25:00Z",
"trace_id": "f73a7117-522f-4fb1-8804-e2a823e1c2ac"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"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": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.134,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.309,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.2,
"battery_mwh": 12.42,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-F3910A3652",
"grid_service_limit_mw": 9.94,
"gross_sqft": 993372,
"infill_site": true,
"lease_expiry_months": 39,
"occup... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.688,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 75.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 81.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"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_press... | {
"build_vs_buy_score": 2.74,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.5,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 2.14,
"rent_growth_90d_pct": 3.79,
"tenant_expansion_probability": 0.363
} | {
"annualized_noi_impact_usd": -125263,
"annualized_revenue_impact_usd": -186396,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 446985,
"expansion_capture_probability_post_event": 0.262,
"lease_rate_change_pct": 0.43,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.82
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.89
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.557,
"demand_pressure": 0.376,
"entitlement_friction": 0.337,
"labor_shortage": 1,
"portfolio_tightness": 0.632,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-104660",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:35:00Z",
"trace_id": "f8d461c3-f5d5-44c1-b1e7-96767b81445b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.31,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.156,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.73,
"battery_mwh": 0.75,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 49,
"facility_id": "FAC-4E01EFFFBF",
"grid_service_limit_mw": 10.44,
"gross_sqft": 495412,
"infill_site": false,
"lease_expiry_months": 17,
"occu... | {
"capital_availability": 0.473,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.263,
"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.279,
"nearby_nodes": 5,
"network_redundancy_score": 0.677,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 82.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"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": 1.76,
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"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.1,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 0.56,
"rent_growth_90d_pct": -0.02,
"tenant_expansion_probability": 0.4... | {
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"annualized_revenue_impact_usd": -34120,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 625911,
"expansion_capture_probability_post_event": 0.342,
"lease_rate_change_pct": -1.04,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.33
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.88
},
{
"action": "of... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"demand_pressure": 0.537,
"entitlement_friction": 0.279,
"labor_shortage": 0.749,
"portfolio_tightness": 0.341,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-104661",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:12:00Z",
"trace_id": "b255f97f-c77c-4a2b-9057-c8c75fb63673"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.343,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.377,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.23,
"battery_mwh": 8.26,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 29,
"facility_id": "FAC-148E570A53",
"grid_service_limit_mw": 26.43,
"gross_sqft": 291639,
"infill_site": true,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.561,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.449,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.256,
"nearby_nodes": 3,
"network_redundancy_score": 0.601,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 85.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"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": "moderate",
"for... | {
"build_vs_buy_score": 2.21,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.979,
"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 3.79,
"tenant_expansion_probability": 0.... | {
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.47,
"lease_rate_change_pct": 2.72,
"occupancy_shift": 0.002,
"service_penalty_risk_usd": 0... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.65
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.01
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.561,
"demand_pressure": 0.627,
"entitlement_friction": 0.256,
"labor_shortage": 0.7,
"portfolio_tightness": 0.449,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-104662",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:56:00Z",
"trace_id": "9178d903-4388-41e1-9731-a8618de62d4c"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"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": 0.307,
"industry": "3pl",
"margin_sensitivity": 0.81,
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.403,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.8,
"battery_mwh": 2.62,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-4FB4CA2CA3",
"grid_service_limit_mw": 16.41,
"gross_sqft": 617091,
"infill_site": false,
"lease_expiry_months": 29,
"occu... | {
"capital_availability": 0.701,
"cluster_utilization_pct": 0.888,
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"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.178,
"nearby_nodes": 8,
"network_redundancy_score": 0.643,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1220218... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.8,
"dock_utilization_pct": 85.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"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": 2.02,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.994,
"rent_growth_30d_pct": 2.01,
"rent_growth_90d_pct": 2.45,
"tenant_expansion_probabilit... | {
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.461,
"lease_rate_change_pct": 1.48,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.29
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.54
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.518,
"capital_availability": 0.701,
"demand_pressure": 0.658,
"entitlement_friction": 0.178,
"labor_shortage": 0.831,
"portfolio_tightness": 0.457,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-104663",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:23:00Z",
"trace_id": "6341022f-6baa-499e-9aae-c98d8969ae93"
} | {
"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": 8.4,
"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": 0.435,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.327,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.63,
"battery_mwh": 8.82,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-E2934D7FBA",
"grid_service_limit_mw": 15.03,
"gross_sqft": 632451,
"infill_site": true,
"lease_expiry_months": 37,
... | {
"capital_availability": 0.244,
"cluster_utilization_pct": 0.841,
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"cross_node_rebalancing_capacity_pct": 0.082,
"entitlement_friction": 0.799,
"nearby_nodes": 7,
"network_redundancy_score": 0.49,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 87.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.46,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.8,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 3.27,
"rent_growth_90d_pct": 2.87,
"tenant_expansion_probability": 0.729
} | {
"annualized_noi_impact_usd": 190665,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.63,
"lease_rate_change_pct": 2.17,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.79
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.13
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.567,
"capital_availability": 0.244,
"demand_pressure": 0.708,
"entitlement_friction": 0.799,
"labor_shortage": 0.909,
"portfolio_tightness": 0.686,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.872,
"id": "FORGE-104664",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:14:00Z",
"trace_id": "d64d6b8a-7e54-4936-900c-f8e82210a716"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.8,
"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": 0.172,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.187,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.3,
"battery_mwh": 4.07,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 79,
"facility_id": "FAC-1FF9E0C8E3",
"grid_service_limit_mw": 19.24,
"gross_sqft": 793058,
"infill_site": true,
"lease_expiry_months": 32,
"o... | {
"capital_availability": 0.09,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.624,
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"entitlement_friction": 0.667,
"nearby_nodes": 4,
"network_redundancy_score": 0.655,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 29... | [
{
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"event_name": "SHIFT_FILL_RATE_DROP",
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"reefer_temp_delta_c": 0.9,
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} | {
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"lease_rate_change_pct": -4.11,
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.73
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{
"action": "re... | {
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"p... |
1.0.0-forge-industrial-sample | {
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"severity": "medium",
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"timestamp": "2026-01-01T10:53:00Z",
"trace_id": "bd0bae76-dc66-474a-ba87-47abb4e0bed7"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
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"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"risk_of_churn": 0.405,
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"grid_service_limit_mw": 24.31,
"gross_sqft": 693208,
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... | {
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{
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"reefer_temp_delta_c": 0.15,
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} | {
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},
{
"action": "shift_overflow_to_satellite",
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{
"action": "deploy... | {
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-104666",
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"timestamp": "2026-01-01T10:58:00Z",
"trace_id": "f28595eb-a628-4551-8929-653733f21e5a"
} | {
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"region": "southeast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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{
... | {
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"LOG-QLT-002",
"LOG-RET-009"
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
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} | {
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... | {
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{
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{
"action": "hold_service_levels_flat",
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"score": 28.31
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{
"action": "rebalance_carrier_mix",
... | {
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... |
1.0.0-forge-industrial-sample | {
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:26:00Z",
"trace_id": "30894d02-ce9a-4c94-ba95-5a2711521bb2"
} | {
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"region": "northeast_us",
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} | {
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{
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... | {
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"LOG-YRD-007",
"LOG-CAP-003"
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"... | {
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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"reefer_temp_delta_c": 0.9,
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} | {
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},
{
"action": "shift_overflow_to_satellite",
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"score": 42.47
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{
"action": "activ... | {
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"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-104668",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:30:00Z",
"trace_id": "24fa4f25-155b-402c-8535-3ff3b022d737"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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{
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "standard",
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"infill_site": true,
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"oc... | {
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_rat... | {
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} | {
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"score": 35.15
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.44
},
{
"action": "rebalance_carri... | {
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"portfolio_tightness": 0.671,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-104669",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:47:00Z",
"trace_id": "5a576659-11f4-466c-a9f2-7f8460465c05"
} | {
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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},
{
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},
... | {
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"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"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.296,
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"service_le... | {
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"facility_id": "FAC-44668410A8",
"grid_service_limit_mw": 15.09,
"gross_sqft": 209462,
"infill_site": false,
"lease_expiry_months": 62,
"occ... | {
"capital_availability": 0.004,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.624,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.191,
"nearby_nodes": 8,
"network_redundancy_score": 0.468,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 59396,... | [
{
"appointment_fill_pct": 76.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.8,
"dock_utilization_pct": 80.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 63.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.5,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 0.81,
"rent_growth_90d_pct": -0.49,
"tenant_expansion_probability": 0.413
} | {
"annualized_noi_impact_usd": -24145,
"annualized_revenue_impact_usd": -34799,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 544780,
"expansion_capture_probability_post_event": 0.321,
"lease_rate_change_pct": -1.87,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.15
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.69
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.004,
"demand_pressure": 0.381,
"entitlement_friction": 0.191,
"labor_shortage": 0.968,
"portfolio_tightness": 0.496,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-104670",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:48:00Z",
"trace_id": "f344f32b-3517-4637-b399-68b87da4642a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.448,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.274,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.38,
"battery_mwh": 9.98,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-37736B7E14",
"grid_service_limit_mw": 17.04,
"gross_sqft": 879535,
"infill_site": false,
"lease_expiry_months": 39,
"occ... | {
"capital_availability": 0.58,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.654,
"cross_node_rebalancing_capacity_pct": 0.043,
"entitlement_friction": 0.503,
"nearby_nodes": 6,
"network_redundancy_score": 0.827,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1698923... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.9,
"dock_utilization_pct": 86.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 65.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"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": 1.87,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 1.51,
"rent_growth_90d_pct": 2.73,
"tenant_expansion_probability": 0.652
} | {
"annualized_noi_impact_usd": 118800,
"annualized_revenue_impact_usd": 162430,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 525331,
"expansion_capture_probability_post_event": 0.558,
"lease_rate_change_pct": 2.52,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.54
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.69
},
{
"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": 0.58,
"demand_pressure": 0.72,
"entitlement_friction": 0.503,
"labor_shortage": 0.646,
"portfolio_tightness": 0.406,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-104671",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:22:00Z",
"trace_id": "79d10cd5-ff9e-4641-8794-ad79d3d74130"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.244,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.404,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.58,
"battery_mwh": 2.77,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-34F22F2049",
"grid_service_limit_mw": 21.9,
"gross_sqft": 331109,
"infill_site": false,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.075,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.495,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.354,
"nearby_nodes": 8,
"network_redundancy_score": 0.742,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 138459... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82.1,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 41.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.64,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.2,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": -0.49,
"rent_growth_90d_pct": 0.39,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -16616,
"annualized_revenue_impact_usd": -23754,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
"estimated_capex_usd": 490069,
"expansion_capture_probability_post_event": 0.326,
"lease_rate_change_pct": -0.64,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.58
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.39
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.967,
"capital_availability": 0.075,
"demand_pressure": 0.491,
"entitlement_friction": 0.354,
"labor_shortage": 0.812,
"portfolio_tightness": 0.354,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-104672",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:15:00Z",
"trace_id": "27a20f53-508d-4ef5-818d-74e072c8aeef"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.309,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.207,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 7.89,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-A12F6FEF10",
"grid_service_limit_mw": 20.53,
"gross_sqft": 1092715,
"infill_site": true,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.464,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.732,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.273,
"nearby_nodes": 4,
"network_redundancy_score": 0.845,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 30.1,
"dock_utilization_pct": 85.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.677,
"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": 2.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 89.9,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 4.29,
"rent_growth_90d_pct": 4.12,
"tenant_expansion_probability": 0.639
} | {
"annualized_noi_impact_usd": 251549,
"annualized_revenue_impact_usd": 363118,
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"decision_horizon_days": 60,
"estimated_capex_usd": 544490,
"expansion_capture_probability_post_event": 0.613,
"lease_rate_change_pct": 3.09,
"occupancy_shift": 0.026,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.77
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.69
},
{
"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": 0.464,
"demand_pressure": 0.605,
"entitlement_friction": 0.273,
"labor_shortage": 0.455,
"portfolio_tightness": 0.566,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-104673",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:41:00Z",
"trace_id": "4ef91af5-de4f-4ae7-9bb5-667f10829c51"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": true,
"growth_rate": 0.259,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.369,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.3,
"battery_mwh": 5.98,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-74463911D7",
"grid_service_limit_mw": 17.77,
"gross_sqft": 1297563,
"infill_site": true,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.551,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.389,
"cross_node_rebalancing_capacity_pct": 0.168,
"entitlement_friction": 0.106,
"nearby_nodes": 3,
"network_redundancy_score": 0.568,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 207402... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 85.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.757,
"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": 2.07,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.2,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 2.28,
"rent_growth_90d_pct": 3.8,
"tenant_expansion_probability": 0.499
} | {
"annualized_noi_impact_usd": 89994,
"annualized_revenue_impact_usd": 139003,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.443,
"lease_rate_change_pct": 2.6,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.76
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.95
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.496,
"capital_availability": 0.551,
"demand_pressure": 0.655,
"entitlement_friction": 0.106,
"labor_shortage": 0.691,
"portfolio_tightness": 0.478,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-104674",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:27:00Z",
"trace_id": "c290b6d7-d88c-4422-819f-0a1fc3938b7f"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.066,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.16,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.61,
"battery_mwh": 0.8,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-B0E285BEDE",
"grid_service_limit_mw": 15.86,
"gross_sqft": 862821,
"infill_site": true,
"lease_expiry_months": 50,
"occup... | {
"capital_availability": 0.159,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.776,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.241,
"nearby_nodes": 8,
"network_redundancy_score": 0.525,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 82.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.7,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.5,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 0.82,
"rent_growth_90d_pct": -0.27,
"tenant_expansion_probability": 0.222
} | {
"annualized_noi_impact_usd": -87036,
"annualized_revenue_impact_usd": -139378,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 90,
"estimated_capex_usd": 525230,
"expansion_capture_probability_post_event": 0.135,
"lease_rate_change_pct": -2.8,
"occupancy_shift": 0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.39
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.61
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.779,
"capital_availability": 0.159,
"demand_pressure": 0.507,
"entitlement_friction": 0.241,
"labor_shortage": 0.91,
"portfolio_tightness": 0.458,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-104675",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:30:00Z",
"trace_id": "9c097b48-bd56-43f4-8f5b-47114211ebdd"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.298,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.377,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.62,
"battery_mwh": 6.75,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 86,
"facility_id": "FAC-41C4863684",
"grid_service_limit_mw": 15.39,
"gross_sqft": 865686,
"infill_site": false,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.702,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.518,
"cross_node_rebalancing_capacity_pct": 0.123,
"entitlement_friction": 0.222,
"nearby_nodes": 3,
"network_redundancy_score": 0.393,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 83.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.927,
"rent_growth_30d_pct": 1.84,
"rent_growth_90d_pct": 4.43,
"tenant_expansion_probability": 0.466
} | {
"annualized_noi_impact_usd": -31050,
"annualized_revenue_impact_usd": -40879,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 665911,
"expansion_capture_probability_post_event": 0.36,
"lease_rate_change_pct": 2.35,
"occupancy_shift": -0.008,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.59
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.41
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.702,
"demand_pressure": 0.55,
"entitlement_friction": 0.222,
"labor_shortage": 0.68,
"portfolio_tightness": 0.472,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.755,
"id": "FORGE-104676",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:16:00Z",
"trace_id": "144c0bbd-29a9-4382-b168-b3ea5a69b259"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": -0.027,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.197,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.39,
"battery_mwh": 7.79,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-5F039D7F42",
"grid_service_limit_mw": 24,
"gross_sqft": 926380,
"infill_site": false,
"lease_expiry_months": 32,
"occupa... | {
"capital_availability": 0.452,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.339,
"cross_node_rebalancing_capacity_pct": 0.128,
"entitlement_friction": 0.536,
"nearby_nodes": 7,
"network_redundancy_score": 0.8,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1248008,... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 84.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"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": 1.66,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.8,
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"rent_growth_30d_pct": 0.24,
"rent_growth_90d_pct": -0.27,
"tenant_expansion_probability": 0.126
} | {
"annualized_noi_impact_usd": -144217,
"annualized_revenue_impact_usd": -223117,
"cap_rate_pressure_pct": -0.32,
"decision_horizon_days": 30,
"estimated_capex_usd": 444755,
"expansion_capture_probability_post_event": 0.033,
"lease_rate_change_pct": -3.42,
"occupancy_shift": 0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.48
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.44
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.831,
"capital_availability": 0.452,
"demand_pressure": 0.616,
"entitlement_friction": 0.536,
"labor_shortage": 0.81,
"portfolio_tightness": 0.371,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-104677",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:59:00Z",
"trace_id": "4fcc6234-452d-4351-b3cd-111a2c81bd6a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.346,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.306,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.36,
"battery_mwh": 2.42,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 44,
"facility_id": "FAC-CA5E4713A2",
"grid_service_limit_mw": 21.52,
"gross_sqft": 448628,
"infill_site": false,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.362,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.639,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.535,
"nearby_nodes": 4,
"network_redundancy_score": 0.806,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 262950,
... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.6,
"dock_utilization_pct": 83.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.98,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.8,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 1.17,
"rent_growth_90d_pct": 2.77,
"tenant_expansion_probability": 0.537
} | {
"annualized_noi_impact_usd": 8130,
"annualized_revenue_impact_usd": 11496,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 661664,
"expansion_capture_probability_post_event": 0.432,
"lease_rate_change_pct": 1.54,
"occupancy_shift": -0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.22
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.48
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.376,
"capital_availability": 0.362,
"demand_pressure": 0.523,
"entitlement_friction": 0.535,
"labor_shortage": 0.634,
"portfolio_tightness": 0.465,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-104678",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:17:00Z",
"trace_id": "5a10fc3e-3485-4e74-af37-7a9653deb5a8"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.131,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.4,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.35,
"battery_mwh": 9.73,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-C79D867F81",
"grid_service_limit_mw": 15.12,
"gross_sqft": 979421,
"infill_site": false,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.544,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.681,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.48,
"nearby_nodes": 3,
"network_redundancy_score": 0.614,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.5,
"dock_utilization_pct": 82.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"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": 1.63,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.6,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 0.76,
"rent_growth_90d_pct": 1.27,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -207600,
"annualized_revenue_impact_usd": -283097,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 436877,
"expansion_capture_probability_post_event": 0.2,
"lease_rate_change_pct": -0.92,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.56
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.23
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.824,
"capital_availability": 0.544,
"demand_pressure": 0.471,
"entitlement_friction": 0.48,
"labor_shortage": 0.605,
"portfolio_tightness": 0.517,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-104679",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:04:00Z",
"trace_id": "bbe17a0f-e7ac-4caa-837c-54a84fde70b7"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.01,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.319,
"seasonality": 0.74,
"service_level_t... | {
"automation_penetration": 0.73,
"battery_mwh": 10.18,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-9363807B27",
"grid_service_limit_mw": 7.21,
"gross_sqft": 1251919,
"infill_site": true,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.418,
"cross_node_rebalancing_capacity_pct": 0.078,
"entitlement_friction": 0.812,
"nearby_nodes": 6,
"network_redundancy_score": 0.566,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 4135... | [
{
"appointment_fill_pct": 73.9,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 80.7,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 36.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.656,
"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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"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.3,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 2.31,
"rent_growth_90d_pct": 4.58,
"tenant_expansion_probability": 0.322
} | {
"annualized_noi_impact_usd": -59403,
"annualized_revenue_impact_usd": -93193,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 536045,
"expansion_capture_probability_post_event": 0.268,
"lease_rate_change_pct": 0.04,
"occupancy_shift": 0.013,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.23
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.49
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.2,
"demand_pressure": 0.346,
"entitlement_friction": 0.812,
"labor_shortage": 0.995,
"portfolio_tightness": 0.617,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-104680",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:28:00Z",
"trace_id": "de9de426-0565-4a86-b73d-bf276a604e33"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"growth_rate": 0.412,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.363,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.58,
"battery_mwh": 2.24,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-34AAD5BB9E",
"grid_service_limit_mw": 12.16,
"gross_sqft": 716391,
"infill_site": true,
"lease_expiry_months": 15,
"occu... | {
"capital_availability": 0.101,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.478,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.487,
"nearby_nodes": 8,
"network_redundancy_score": 0.482,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 121... | [
{
"appointment_fill_pct": 98.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 60.4,
"dock_utilization_pct": 93,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.865,
"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": 2.71,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.9,
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"rent_growth_30d_pct": 5.47,
"rent_growth_90d_pct": 5.03,
"tenant_expansion_probability": 0.712
} | {
"annualized_noi_impact_usd": 188426,
"annualized_revenue_impact_usd": 292475,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 588923,
"expansion_capture_probability_post_event": 0.616,
"lease_rate_change_pct": 3.56,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 50.82
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.67
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.101,
"demand_pressure": 0.975,
"entitlement_friction": 0.487,
"labor_shortage": 0.966,
"portfolio_tightness": 0.703,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-104681",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:58:00Z",
"trace_id": "df2098dd-2f03-46b1-91b2-a8650f8f2222"
} | {
"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": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.067,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.27,
"battery_mwh": 8.51,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-E6B3D12C97",
"grid_service_limit_mw": 21.27,
"gross_sqft": 414144,
"infill_site": true,
"lease_expiry_months": 39,
"occu... | {
"capital_availability": 0.249,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.715,
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"entitlement_friction": 0.41,
"nearby_nodes": 5,
"network_redundancy_score": 0.409,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 84.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"forecast_uncertainty_band": "contained",
"market_entry_score": 81.2,
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"rent_growth_30d_pct": 2.02,
"rent_growth_90d_pct": 4.08,
"tenant_expansion_probability": 0.465... | {
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"lease_rate_change_pct": 1.51,
"occupancy_shift": 0.011,
"service_penalty_risk_usd... | {
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{
"action": "secure_pop_up_capacity",
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"score": 40.32
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.05
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.249,
"demand_pressure": 0.564,
"entitlement_friction": 0.41,
"labor_shortage": 0.889,
"portfolio_tightness": 0.502,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-104682",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:04:00Z",
"trace_id": "50d7aedb-8f73-4815-8d2b-c0fbc79a8862"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"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": "500m_1b",
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.26,
"seasonality": 0.49,
"service_level_target": 0... | {
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"battery_mwh": 5.95,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 71,
"facility_id": "FAC-3D6F341370",
"grid_service_limit_mw": 17.98,
"gross_sqft": 715239,
"infill_site": true,
"lease_expiry_months": 59,
"occup... | {
"capital_availability": 0.763,
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"competitive_pressure_score": 0.494,
"cross_node_rebalancing_capacity_pct": 0.068,
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"nearby_nodes": 5,
"network_redundancy_score": 0.614,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 89.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 83.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 84.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.2,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 1.67,
"rent_growth_90d_pct": 3.61,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 19850,
"annualized_revenue_impact_usd": 33003,
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"lease_rate_change_pct": 2.09,
"occupancy_shift": -0.001,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.96
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.39
},
{
"action": "r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.763,
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"entitlement_friction": 0.15,
"labor_shortage": 0.837,
"portfolio_tightness": 0.446,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-104683",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:45:00Z",
"trace_id": "9473f2b6-95e1-4b7b-8295-025d895dd82e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.059,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 0.32,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 52,
"facility_id": "FAC-1604F1FBE8",
"grid_service_limit_mw": 25.29,
"gross_sqft": 526594,
"infill_site": false,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.06,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.538,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.542,
"nearby_nodes": 5,
"network_redundancy_score": 0.535,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2176639... | [
{
"appointment_fill_pct": 75.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.9,
"dock_utilization_pct": 77,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 80.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.7,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.7,
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"rent_growth_30d_pct": -1.73,
"rent_growth_90d_pct": -0.38,
"tenant_expansion_probability": 0.09... | {
"annualized_noi_impact_usd": -76850,
"annualized_revenue_impact_usd": -129733,
"cap_rate_pressure_pct": -0.32,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.74,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 24.83
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 24.81
},
{
"action": "rebalance_carrier_mix",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.746,
"capital_availability": 0.06,
"demand_pressure": 0.22,
"entitlement_friction": 0.542,
"labor_shortage": 0.783,
"portfolio_tightness": 0.358,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-104684",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:04:00Z",
"trace_id": "bd24a648-95a9-4fd6-9911-38a41017848d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.121,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.128,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.5,
"battery_mwh": 3.41,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-6D4052ACB0",
"grid_service_limit_mw": 13.92,
"gross_sqft": 631679,
"infill_site": true,
"lease_expiry_months": 34,
"... | {
"capital_availability": 0.046,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.684,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.107,
"nearby_nodes": 8,
"network_redundancy_score": 0.684,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 91.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 85.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"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": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.4,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 1.57,
"rent_growth_90d_pct": 2.63,
"tenant_expansion_probability": 0.293
} | {
"annualized_noi_impact_usd": -10698,
"annualized_revenue_impact_usd": -16248,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 519531,
"expansion_capture_probability_post_event": 0.223,
"lease_rate_change_pct": 0.34,
"occupancy_shift": 0.016,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.4
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.6
},
{
"action": "hold_service_levels_flat",
"reason... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.541,
"capital_availability": 0.046,
"demand_pressure": 0.656,
"entitlement_friction": 0.107,
"labor_shortage": 0.684,
"portfolio_tightness": 0.397,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-104685",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T13:06:00Z",
"trace_id": "0cac80cd-7247-4834-9df3-7b2d9b8e93f1"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.095,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.427,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.47,
"battery_mwh": 11.4,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-99F2F91BF5",
"grid_service_limit_mw": 22.8,
"gross_sqft": 535148,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.661,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.748,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.183,
"nearby_nodes": 7,
"network_redundancy_score": 0.368,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 155212,
... | [
{
"appointment_fill_pct": 76.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.3,
"dock_utilization_pct": 79.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 66.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.749,
"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,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.6,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": -0.25,
"rent_growth_90d_pct": 0.6,
"tenant_expansion_probability": 0.236... | {
"annualized_noi_impact_usd": -52754,
"annualized_revenue_impact_usd": -85929,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 566759,
"expansion_capture_probability_post_event": 0.148,
"lease_rate_change_pct": -1.71,
"occupancy_shift": -0.016,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.37
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.14
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.661,
"demand_pressure": 0.328,
"entitlement_friction": 0.183,
"labor_shortage": 0.69,
"portfolio_tightness": 0.369,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-104686",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:32:00Z",
"trace_id": "38a2e553-e012-42dc-a7b5-a201af1f7d22"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.186,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.41,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.41,
"battery_mwh": 4.56,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-8CA98AAD57",
"grid_service_limit_mw": 19.47,
"gross_sqft": 1031297,
"infill_site": false,
"lease_expiry_months": 45,
"o... | {
"capital_availability": 0.676,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.356,
"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.578,
"nearby_nodes": 3,
"network_redundancy_score": 0.396,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 39... | [
{
"appointment_fill_pct": 82,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 84,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"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": 1.58,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.7,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 0.22,
"rent_growth_90d_pct": 1.7,
"tenant_expansion_probability": 0.384
} | {
"annualized_noi_impact_usd": -61685,
"annualized_revenue_impact_usd": -79457,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 433301,
"expansion_capture_probability_post_event": 0.301,
"lease_rate_change_pct": -0.27,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.71
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.87
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.491,
"capital_availability": 0.676,
"demand_pressure": 0.6,
"entitlement_friction": 0.578,
"labor_shortage": 0.843,
"portfolio_tightness": 0.325,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-104687",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:19:00Z",
"trace_id": "e220bfc9-d181-4237-ab6a-97e702a2bb31"
} | {
"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": 7.8,
"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": 0.426,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.278,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.56,
"battery_mwh": 5.17,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-AEC101B81A",
"grid_service_limit_mw": 17.49,
"gross_sqft": 680767,
"infill_site": true,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.642,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.508,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.48,
"nearby_nodes": 3,
"network_redundancy_score": 0.522,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 94.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.2,
"dock_utilization_pct": 92.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 34.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.714,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.98,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.6,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 4.65,
"rent_growth_90d_pct": 3.84,
"tenant_expansion_probability": 0.749
} | {
"annualized_noi_impact_usd": 122391,
"annualized_revenue_impact_usd": 200272,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 456573,
"expansion_capture_probability_post_event": 0.724,
"lease_rate_change_pct": 3.75,
"occupancy_shift": 0.042,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.38
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 32.23
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.536,
"capital_availability": 0.642,
"demand_pressure": 1,
"entitlement_friction": 0.48,
"labor_shortage": 0.473,
"portfolio_tightness": 0.435,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.863,
"id": "FORGE-104688",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:56:00Z",
"trace_id": "2b1d42e1-f15a-48e3-a99c-4a6722fa1f23"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.1,
"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": 0.445,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.204,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.27,
"battery_mwh": 6.38,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 82,
"facility_id": "FAC-B435857A57",
"grid_service_limit_mw": 12.33,
"gross_sqft": 821830,
"infill_site": false,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.535,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.457,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.677,
"nearby_nodes": 4,
"network_redundancy_score": 0.839,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 85.1,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 85.7,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 25,
"shift_fill_ra... | {
"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": 1.68,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.9,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 1.02,
"rent_growth_90d_pct": 1.97,
"tenant_expansion_probability": 0.609
} | {
"annualized_noi_impact_usd": 11456,
"annualized_revenue_impact_usd": 15824,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 617388,
"expansion_capture_probability_post_event": 0.473,
"lease_rate_change_pct": 0.86,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 46.56
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.43
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.318,
"capital_availability": 0.535,
"demand_pressure": 0.64,
"entitlement_friction": 0.677,
"labor_shortage": 0.836,
"portfolio_tightness": 0.385,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-104689",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:13:00Z",
"trace_id": "4702ba90-ca78-4fbe-b0d2-ae9bc6a7a6b0"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.7,
"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": 0.329,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.282,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.19,
"battery_mwh": 6.01,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-CE56AA0290",
"grid_service_limit_mw": 9.74,
"gross_sqft": 208519,
"infill_site": false,
"lease_expiry_months": 40,
"occu... | {
"capital_availability": 0.316,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.728,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.485,
"nearby_nodes": 2,
"network_redundancy_score": 0.498,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 96.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 89.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.721,
"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": 3.05,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.3,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 5.91,
"rent_growth_90d_pct": 6.12,
"tenant_expansion_probability": 0.715
} | {
"annualized_noi_impact_usd": 153474,
"annualized_revenue_impact_usd": 201902,
"cap_rate_pressure_pct": 0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 436419,
"expansion_capture_probability_post_event": 0.676,
"lease_rate_change_pct": 4.22,
"occupancy_shift": 0.032,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.28
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.98
},
{
"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": 0.316,
"demand_pressure": 0.782,
"entitlement_friction": 0.485,
"labor_shortage": 0.738,
"portfolio_tightness": 0.653,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.745,
"id": "FORGE-104690",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:44:00Z",
"trace_id": "dcec6888-4d2e-4c34-9c82-ebe85254183c"
} | {
"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": 0.109,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.43,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.68,
"battery_mwh": 2.44,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-BA744D1D5E",
"grid_service_limit_mw": 12.2,
"gross_sqft": 895549,
"infill_site": true,
"lease_expiry_months": 50,
"occup... | {
"capital_availability": 0.597,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.754,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.097,
"nearby_nodes": 2,
"network_redundancy_score": 0.771,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 89.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.6,
"dock_utilization_pct": 85.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 33.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.674,
"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": 2.12,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.7,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 3.82,
"rent_growth_90d_pct": 5.55,
"tenant_expansion_probability": 0.412
... | {
"annualized_noi_impact_usd": 67219,
"annualized_revenue_impact_usd": 114692,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 393256,
"expansion_capture_probability_post_event": 0.4,
"lease_rate_change_pct": 2.68,
"occupancy_shift": 0.019,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.68
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 26.65
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.597,
"demand_pressure": 0.621,
"entitlement_friction": 0.097,
"labor_shortage": 0.688,
"portfolio_tightness": 0.528,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-104691",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T13:07:00Z",
"trace_id": "4f6034be-9fd8-4ee3-96ed-47e557a89827"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.205,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.112,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.2,
"battery_mwh": 6.41,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 104,
"facility_id": "FAC-6921EC95F0",
"grid_service_limit_mw": 12.39,
"gross_sqft": 1048550,
"infill_site": false,
"lease_expiry_months": 64,
"occ... | {
"capital_availability": 0.743,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.372,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.446,
"nearby_nodes": 7,
"network_redundancy_score": 0.592,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 81.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"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": 2.66,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.2,
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"rent_growth_30d_pct": 2.52,
"rent_growth_90d_pct": 3.44,
"tenant_expansion_probability": 0.403
} | {
"annualized_noi_impact_usd": -180151,
"annualized_revenue_impact_usd": -235616,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 689598,
"expansion_capture_probability_post_event": 0.282,
"lease_rate_change_pct": 0.41,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.02
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.45
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.465,
"capital_availability": 0.743,
"demand_pressure": 0.385,
"entitlement_friction": 0.446,
"labor_shortage": 0.866,
"portfolio_tightness": 0.723,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-104692",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:43:00Z",
"trace_id": "40fa4c30-dfbe-4ddd-b819-6c930f6504d3"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.5,
"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": -0.004,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.235,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 8.53,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-4519A2A94D",
"grid_service_limit_mw": 17.1,
"gross_sqft": 1235650,
"infill_site": true,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.163,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.764,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.688,
"nearby_nodes": 6,
"network_redundancy_score": 0.814,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 108132... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.5,
"dock_utilization_pct": 81.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 46.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.734,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.82,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.5,
"occupancy_90d": 0.885,
"rent_growth_30d_pct": 0.45,
"rent_growth_90d_pct": 1.77,
"tenant_expansion_probability": 0.175
} | {
"annualized_noi_impact_usd": -247560,
"annualized_revenue_impact_usd": -342032,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 426259,
"expansion_capture_probability_post_event": 0.09,
"lease_rate_change_pct": -1.51,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.89
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.62
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.616,
"capital_availability": 0.163,
"demand_pressure": 0.428,
"entitlement_friction": 0.688,
"labor_shortage": 0.598,
"portfolio_tightness": 0.5,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-104693",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:52:00Z",
"trace_id": "c5ad22fb-bf03-460c-ab5b-cba20bbacb8a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.287,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.121,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.4,
"battery_mwh": 7.23,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-AA0EC46691",
"grid_service_limit_mw": 17.79,
"gross_sqft": 546794,
"infill_site": true,
"lease_expiry_months": 44,
"occup... | {
"capital_availability": 0.368,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.549,
"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.354,
"nearby_nodes": 8,
"network_redundancy_score": 0.704,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 31... | [
{
"appointment_fill_pct": 90.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 84.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.7,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.5,
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"rent_growth_30d_pct": 1.13,
"rent_growth_90d_pct": 2.61,
"tenant_expansion_probability": 0.438
} | {
"annualized_noi_impact_usd": 16575,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.331,
"lease_rate_change_pct": 0.82,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.69
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.77
},
{
"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": 0.368,
"demand_pressure": 0.601,
"entitlement_friction": 0.354,
"labor_shortage": 0.725,
"portfolio_tightness": 0.409,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-104694",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:56:00Z",
"trace_id": "55f32335-75af-4a7f-97c4-fe645b579b70"
} | {
"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": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.11,
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.187,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.44,
"battery_mwh": 3.35,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 135,
"facility_id": "FAC-47A65E2525",
"grid_service_limit_mw": 19,
"gross_sqft": 1353918,
"infill_site": true,
"lease_expiry_months": 61,
"occupa... | {
"capital_availability": 0.544,
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"competitive_pressure_score": 0.519,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.634,
"nearby_nodes": 6,
"network_redundancy_score": 0.816,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 81,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 79.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 78.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.4,
"shift_fill_rate_pct"... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.18,
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.4,
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"rent_growth_30d_pct": 2.19,
"rent_growth_90d_pct": 3.3,
"tenant_expansion_probability": 0.387
} | {
"annualized_noi_impact_usd": -3450,
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"decision_horizon_days": 30,
"estimated_capex_usd": 554966,
"expansion_capture_probability_post_event": 0.335,
"lease_rate_change_pct": 0.34,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
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{
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"reason": "power_relief,speed_over_permanence",
"score": 30.75
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.5
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.634,
"labor_shortage": 0.47,
"portfolio_tightness": 0.5,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.863,
"id": "FORGE-104695",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:26:00Z",
"trace_id": "973e224e-8db2-4968-841e-49acf7f6f663"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.348,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.358,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.25,
"battery_mwh": 1.83,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-C532FF0848",
"grid_service_limit_mw": 11.65,
"gross_sqft": 1212470,
"infill_site": true,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.485,
"cluster_utilization_pct": 0.99,
"competitive_pressure_score": 0.471,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.421,
"nearby_nodes": 5,
"network_redundancy_score": 0.809,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 166... | [
{
"appointment_fill_pct": 79.6,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 86,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 68.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fill_rat... | {
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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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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 3.11,
"rent_growth_90d_pct": 2.48,
"tenant_expansion_probability": 0.562
} | {
"annualized_noi_impact_usd": 85817,
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"decision_horizon_days": 60,
"estimated_capex_usd": 567732,
"expansion_capture_probability_post_event": 0.442,
"lease_rate_change_pct": 0.73,
"occupancy_shift": -0.002,
"service_penalty_risk_... | {
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{
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"score": 39.15
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.07
},
{
"action": "secure_pop_up_ca... | {
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"entitlement_friction": 0.421,
"labor_shortage": 0.956,
"portfolio_tightness": 0.646,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.743,
"id": "FORGE-104696",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:15:00Z",
"trace_id": "6d4bc1b2-ce52-4e8c-b7e8-fd34f0b02e97"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"growth_rate": -0.008,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.403,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 5.25,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-4C38C652CF",
"grid_service_limit_mw": 9.64,
"gross_sqft": 477169,
"infill_site": false,
"lease_expiry_months": 49,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.456,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.221,
"nearby_nodes": 7,
"network_redundancy_score": 0.746,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
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"carrier_detention_risk_pct": 43.1,
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"power_load_pct_of_service_limit": 45.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"rent_growth_30d_pct": 2.21,
"rent_growth_90d_pct": 3.64,
"tenant_expansion_probability": 0.204
} | {
"annualized_noi_impact_usd": -110594,
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"expansion_capture_probability_post_event": 0.132,
"lease_rate_change_pct": 0.04,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.15
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.66
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.788,
"capital_availability": 0,
"demand_pressure": 0.44,
"entitlement_friction": 0.221,
"labor_shortage": 0.786,
"portfolio_tightness": 0.672,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-104697",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:58:00Z",
"trace_id": "e97c6a62-8fee-46f0-84af-bf71592e1609"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.303,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.2,
"battery_mwh": 3.17,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-71C4A2E319",
"grid_service_limit_mw": 18.72,
"gross_sqft": 895567,
"infill_site": true,
"lease_expiry_months": 35,
"... | {
"capital_availability": 0.565,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.477,
"cross_node_rebalancing_capacity_pct": 0.112,
"entitlement_friction": 0.55,
"nearby_nodes": 5,
"network_redundancy_score": 0.46,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1710449,... | [
{
"appointment_fill_pct": 93.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 86.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.947,
"rent_growth_30d_pct": 1.64,
"rent_growth_90d_pct": 1.9,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -78979,
"annualized_revenue_impact_usd": -131556,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 548722,
"expansion_capture_probability_post_event": 0.126,
"lease_rate_change_pct": -1.28,
"occupancy_shift": 0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.32
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.73
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.565,
"demand_pressure": 0.692,
"entitlement_friction": 0.55,
"labor_shortage": 0.661,
"portfolio_tightness": 0.415,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-104698",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:10:00Z",
"trace_id": "5a8158c2-c5c1-493d-90a5-93a523bca43b"
} | {
"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": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.238,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.116,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.68,
"battery_mwh": 0.59,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-EEEBFFC3E1",
"grid_service_limit_mw": 23.12,
"gross_sqft": 713548,
"infill_site": false,
"lease_expiry_months": 14,
"occ... | {
"capital_availability": 0.67,
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"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.172,
"nearby_nodes": 5,
"network_redundancy_score": 0.56,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 29,
"dock_utilization_pct": 83.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.676,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 2.79,
"rent_growth_90d_pct": 3.09,
"tenant_expansion_probability": 0.514
} | {
"annualized_noi_impact_usd": 70196,
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"expansion_capture_probability_post_event": 0.487,
"lease_rate_change_pct": 1.73,
"occupancy_shift": 0.027,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.46
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 26.04
},
{
"action": "shift_overf... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.397,
"capital_availability": 0.67,
"demand_pressure": 0.548,
"entitlement_friction": 0.172,
"labor_shortage": 0.49,
"portfolio_tightness": 0.414,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-104699",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T13:03:00Z",
"trace_id": "9d751d5f-056e-4cdb-91d3-580a64cec90f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.4,
"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": 0.34,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.155,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.51,
"battery_mwh": 2.64,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 89,
"facility_id": "FAC-9ED76AF377",
"grid_service_limit_mw": 20.79,
"gross_sqft": 897825,
"infill_site": false,
"lease_expiry_months": 50,
"occu... | {
"capital_availability": 0.353,
"cluster_utilization_pct": 0.966,
"competitive_pressure_score": 0.563,
"cross_node_rebalancing_capacity_pct": 0.168,
"entitlement_friction": 0.329,
"nearby_nodes": 3,
"network_redundancy_score": 0.55,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 90.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51,
"dock_utilization_pct": 86.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.861,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.8,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 1.76,
"rent_growth_90d_pct": 3.45,
"tenant_expansion_probability": 0.472
} | {
"annualized_noi_impact_usd": 38743,
"annualized_revenue_impact_usd": 53217,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 693627,
"expansion_capture_probability_post_event": 0.346,
"lease_rate_change_pct": 1.33,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 46.52
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.91
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.579,
"capital_availability": 0.353,
"demand_pressure": 0.697,
"entitlement_friction": 0.329,
"labor_shortage": 0.856,
"portfolio_tightness": 0.435,
... |
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