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": 0.848,
"id": "FORGE-107400",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:51:00Z",
"trace_id": "6003c008-c209-4eb2-8d46-5b307f63f282"
} | {
"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": 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": 0.295,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.169,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.79,
"battery_mwh": 10.84,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-0B939A5330",
"grid_service_limit_mw": 14.82,
"gross_sqft": 544604,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.363,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.526,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.38,
"nearby_nodes": 7,
"network_redundancy_score": 0.483,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 92.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 86.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.683,
"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": 3.04,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.87,
"rent_growth_90d_pct": 4.81,
"tenant_expansion_probability": 0.672
} | {
"annualized_noi_impact_usd": 197840,
"annualized_revenue_impact_usd": 319600,
"cap_rate_pressure_pct": 0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 512630,
"expansion_capture_probability_post_event": 0.647,
"lease_rate_change_pct": 3.34,
"occupancy_shift": 0.027,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.78
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.3
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.096,
"capital_availability": 0.363,
"demand_pressure": 0.659,
"entitlement_friction": 0.38,
"labor_shortage": 0.638,
"portfolio_tightness": 0.583,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-107401",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:18:00Z",
"trace_id": "5a2962cc-7026-4c8c-be8f-7d2b8a3af1ac"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.027,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.494,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.75,
"battery_mwh": 4.83,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 114,
"facility_id": "FAC-8B3F2B6EAD",
"grid_service_limit_mw": 18.16,
"gross_sqft": 1141205,
"infill_site": false,
"lease_expiry_months": 13,
"oc... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.657,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.184,
"nearby_nodes": 4,
"network_redundancy_score": 0.642,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 489183,
... | [
{
"appointment_fill_pct": 81,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.8,
"dock_utilization_pct": 80.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 85.5,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.6,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 0.38,
"rent_growth_90d_pct": 0.74,
"tenant_expansion_probability": 0.075
} | {
"annualized_noi_impact_usd": -377340,
"annualized_revenue_impact_usd": -585343,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 60,
"estimated_capex_usd": 595890,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.8,
"occupancy_shift": -0.022,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.51
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.77
},
{
"action": "hold_service_le... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.872,
"capital_availability": 0,
"demand_pressure": 0.387,
"entitlement_friction": 0.184,
"labor_shortage": 0.679,
"portfolio_tightness": 0.486,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-107402",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:04:00Z",
"trace_id": "44463f87-2ec8-44a0-90c3-76f5410af237"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "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": 0.366,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.131,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.8,
"battery_mwh": 1.28,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 71,
"facility_id": "FAC-34FD16DE7A",
"grid_service_limit_mw": 8.93,
"gross_sqft": 719241,
"infill_site": true,
"lease_expiry_months": 36,
"occupan... | {
"capital_availability": 0.303,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.251,
"cross_node_rebalancing_capacity_pct": 0.209,
"entitlement_friction": 0.519,
"nearby_nodes": 2,
"network_redundancy_score": 0.661,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 90.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.8,
"dock_utilization_pct": 88,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 84.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.841,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.53,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.1,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 3.53,
"rent_growth_90d_pct": 2.78,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 89762,
"annualized_revenue_impact_usd": 143540,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 623699,
"expansion_capture_probability_post_event": 0.445,
"lease_rate_change_pct": 1.33,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.8
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.24
},
{
"action": "deploy_peak_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.597,
"capital_availability": 0.303,
"demand_pressure": 0.717,
"entitlement_friction": 0.519,
"labor_shortage": 0.698,
"portfolio_tightness": 0.675,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-107403",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:16:00Z",
"trace_id": "41a36ecc-6c0f-4319-a062-025db95e0a47"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"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": -0.019,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.189,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.59,
"battery_mwh": 10.77,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 93,
"facility_id": "FAC-278C0D8A42",
"grid_service_limit_mw": 8.84,
"gross_sqft": 935548,
"infill_site": false,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.232,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.34,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.585,
"nearby_nodes": 8,
"network_redundancy_score": 0.397,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 74.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.5,
"dock_utilization_pct": 80.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 82.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.2,
"shift_fill_r... | {
"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": 2.68,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.5,
"occupancy_90d": 0.883,
"rent_growth_30d_pct": 1.72,
"rent_growth_90d_pct": 3.02,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -372372,
"annualized_revenue_impact_usd": -508946,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 579502,
"expansion_capture_probability_post_event": 0.064,
"lease_rate_change_pct": -1.27,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.01
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.22
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.231,
"capital_availability": 0.232,
"demand_pressure": 0.355,
"entitlement_friction": 0.585,
"labor_shortage": 0.725,
"portfolio_tightness": 0.621,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.755,
"id": "FORGE-107404",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:17:00Z",
"trace_id": "3f81e571-623c-41e6-8d5a-17bdb1e18d8e"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.149,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.085,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.24,
"battery_mwh": 8.05,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 131,
"facility_id": "FAC-F863C133E6",
"grid_service_limit_mw": 12.07,
"gross_sqft": 1316397,
"infill_site": false,
"lease_expiry_months": 51,... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.305,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.491,
"nearby_nodes": 8,
"network_redundancy_score": 0.311,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1244645... | [
{
"appointment_fill_pct": 87.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 84.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fill_ra... | {
"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": "very_high",
"for... | {
"build_vs_buy_score": 2.33,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.8,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 1.71,
"rent_growth_90d_pct": 2.01,
"tenant_expansion_probability": 0.343
} | {
"annualized_noi_impact_usd": -81790,
"annualized_revenue_impact_usd": -114783,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 573606,
"expansion_capture_probability_post_event": 0.244,
"lease_rate_change_pct": -0.8,
"occupancy_shift": 0.013,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.6
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.55
},
{
"action": "defer_noncriti... | {
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"demand_pressure": 0.531,
"entitlement_friction": 0.491,
"labor_shortage": 1,
"portfolio_tightness": 0.611,
"power_st... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-107405",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:09:00Z",
"trace_id": "4f6c657a-dcb0-4506-a9fd-9d6d173106d5"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.402,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"battery_mwh": 4.06,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-EA9973D2F0",
"grid_service_limit_mw": 23.01,
"gross_sqft": 587606,
"infill_site": false,
"lease_expiry_months": 9,
... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.574,
"portfolio_cluster": "atlanta_south_atlanta",
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{
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"dock_utilization_pct": 84,
"event_name": "PIPELINE_DEMAND_SIGNAL",
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.5,
"shift_fill_rate... | {
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"fo... | {
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"rent_growth_90d_pct": 3.62,
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"lease_rate_change_pct": 2.2,
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},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 25.16
},
{
"action": "shift_overflow_to_satellite",
"reaso... | {
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"labor_shortage": 0.727,
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-107406",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:14:00Z",
"trace_id": "28f7cedc-5491-4b8f-9590-bf8292ac1535"
} | {
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.311,
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"service_level_t... | {
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"cold_storage_enabled": true,
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"grid_service_limit_mw": 18.18,
"gross_sqft": 439229,
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... | {
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"portfolio_cluster": "phoenix_west_valley",
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{
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"reefer_temp_delta_c": 0.9,
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} | {
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"lease_rate_change_pct": -1.17,
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{
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"score": 36.21
},
{
"action": "secure_pop_up_capacity",
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"score": 34.32
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"pow... |
1.0.0-forge-industrial-sample | {
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"status": "decision_pending",
"timestamp": "2026-01-01T09:35:00Z",
"trace_id": "316e25b9-a71a-4a35-b647-3abb503e3e0c"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
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{
... | {
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
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"service_level... | {
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"grid_service_limit_mw": 14.19,
"gross_sqft": 1151790,
"infill_site": false,
"lease_expiry_months": 67,... | {
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"network_redundancy_score": 0.866,
"portfolio_cluster": "phoenix_west_valley",
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{
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"power_load_pct_of_service_limit": 38.9,
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} | {
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},
{
"action": "rebalance_carrier_mix",
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"score": 33.25
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{
"action": "shift_overflow_to_satellite",
"r... | {
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"labor_shortage": 0.512,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-107408",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:33:00Z",
"trace_id": "9eb5fdcf-41d2-4bcd-9f18-2aaff136cfbc"
} | {
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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{... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.143,
"seasonality": 0.74,
"service_l... | {
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"building_class": "class_a_plus",
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"facility_id": "FAC-EC2CB3ACDB",
"grid_service_limit_mw": 22.74,
"gross_sqft": 1016114,
"infill_site": false,
"lease_expiry_months": 26,... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.555,
"portfolio_cluster": "atlanta_south_atlanta",
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{
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"dock_utilization_pct": 88.9,
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.8,
"shift_fill_rate... | {
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"confidence_band": "moderate",
"forecas... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 4.27,
"rent_growth_90d_pct": 5.3,
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{
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"score": 31.73
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.86
},
{
"action": "secur... | {
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:33:00Z",
"trace_id": "32e0c639-fea4-4ae4-8fa0-c251d02f947e"
} | {
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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... | {
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.211,
"seasonality": 0.49,
"service_level_ta... | {
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"building_class": "class_a",
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"cold_storage_enabled": true,
"dock_doors": 91,
"facility_id": "FAC-9C1F83D177",
"grid_service_limit_mw": 13.68,
"gross_sqft": 915981,
"infill_site": false,
"lease_expiry_months": 72,
"occu... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.364,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
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"dock_utilization_pct": 80.5,
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"power_load_pct_of_service_limit": 82.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.2,
"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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"rent_growth_30d_pct": 1.32,
"rent_growth_90d_pct": 0.48,
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} | {
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"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.12
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.99
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.674,
"capital_availability": 0.814,
"demand_pressure": 0.405,
"entitlement_friction": 0.081,
"labor_shortage": 0.476,
"portfolio_tightness": 0.355,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-107410",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:15:00Z",
"trace_id": "143cf4b0-47a9-4a6f-ac28-e4363cd1f361"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.444,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.139,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.55,
"battery_mwh": 3.14,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-56BE3E3D22",
"grid_service_limit_mw": 13.94,
"gross_sqft": 540683,
"infill_site": false,
"lease_expiry_months": 10,
"occ... | {
"capital_availability": 0.358,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.378,
"cross_node_rebalancing_capacity_pct": 0.216,
"entitlement_friction": 0.853,
"nearby_nodes": 6,
"network_redundancy_score": 0.784,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 95.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 54.8,
"dock_utilization_pct": 89.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.844,
"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": 2.58,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.4,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 3.93,
"rent_growth_90d_pct": 4.66,
"tenant_expansion_probability": 0.714
} | {
"annualized_noi_impact_usd": 195231,
"annualized_revenue_impact_usd": 280890,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 549974,
"expansion_capture_probability_post_event": 0.589,
"lease_rate_change_pct": 2.98,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.08
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.3
},
{
"action": "secure_pop_up_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.358,
"demand_pressure": 0.78,
"entitlement_friction": 0.853,
"labor_shortage": 0.933,
"portfolio_tightness": 0.686,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-107411",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:49:00Z",
"trace_id": "789eee2d-3f08-4ac3-a939-219900a2b1cc"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.367,
"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": 0.75,
"battery_mwh": 10.33,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-37C73D2A67",
"grid_service_limit_mw": 18.33,
"gross_sqft": 477304,
"infill_site": true,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.107,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.591,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.288,
"nearby_nodes": 2,
"network_redundancy_score": 0.457,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.2,
"dock_utilization_pct": 85,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.77,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.1,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 1.4,
"rent_growth_90d_pct": 3.54,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 23896,
"annualized_revenue_impact_usd": 36516,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 534666,
"expansion_capture_probability_post_event": 0.458,
"lease_rate_change_pct": 2.59,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.46
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.22
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.588,
"capital_availability": 0.107,
"demand_pressure": 0.626,
"entitlement_friction": 0.288,
"labor_shortage": 0.635,
"portfolio_tightness": 0.431,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-107412",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:07:00Z",
"trace_id": "d40f251c-8539-47cc-9ffd-bb62949ec56b"
} | {
"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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.399,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.195,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.54,
"battery_mwh": 2.56,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 35,
"facility_id": "FAC-5695DB71C7",
"grid_service_limit_mw": 18.07,
"gross_sqft": 359793,
"infill_site": false,
"lease_expiry_months": 42,
"occu... | {
"capital_availability": 0.601,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.609,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.249,
"nearby_nodes": 7,
"network_redundancy_score": 0.472,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 86.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.1,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 23.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.846,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.7,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.3,
"occupancy_90d": 0.893,
"rent_growth_30d_pct": 1.29,
"rent_growth_90d_pct": 2.89,
"tenant_expansion_probability": 0.527
} | {
"annualized_noi_impact_usd": 7579,
"annualized_revenue_impact_usd": 10237,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 570948,
"expansion_capture_probability_post_event": 0.418,
"lease_rate_change_pct": 1.94,
"occupancy_shift": 0.009,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.63
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.04
},
{
"action": "lock_power_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.465,
"capital_availability": 0.601,
"demand_pressure": 0.747,
"entitlement_friction": 0.249,
"labor_shortage": 0.61,
"portfolio_tightness": 0.313,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.73,
"id": "FORGE-107413",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:08:00Z",
"trace_id": "acd6884f-e891-403d-a795-6989a2f69aa9"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.1,
"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": 0.009,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.439,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.36,
"battery_mwh": 9.98,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-E155DDF072",
"grid_service_limit_mw": 9.91,
"gross_sqft": 1132878,
"infill_site": false,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.339,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.615,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.292,
"nearby_nodes": 5,
"network_redundancy_score": 0.77,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 94... | [
{
"appointment_fill_pct": 75.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 26.4,
"dock_utilization_pct": 79.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 31.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.597,
"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": 2.06,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 1.7,
"rent_growth_90d_pct": 2.77,
"tenant_expansion_probability": 0.305
} | {
"annualized_noi_impact_usd": -56245,
"annualized_revenue_impact_usd": -80222,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 252585,
"expansion_capture_probability_post_event": 0.302,
"lease_rate_change_pct": 0.22,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 21.28
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 20.51
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.38,
"capital_availability": 0.339,
"demand_pressure": 0.338,
"entitlement_friction": 0.292,
"labor_shortage": 0.435,
"portfolio_tightness": 0.425,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-107414",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:29:00Z",
"trace_id": "3c343e4d-6f07-49a7-9f29-008067e7c66c"
} | {
"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": 8.7,
"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": 0.286,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.438,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.72,
"battery_mwh": 7.58,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-F3E0ABD5A1",
"grid_service_limit_mw": 19.14,
"gross_sqft": 987615,
"infill_site": true,
"lease_expiry_months": 71,
"occu... | {
"capital_availability": 0.093,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.711,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.712,
"nearby_nodes": 3,
"network_redundancy_score": 0.736,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 95.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 55.9,
"dock_utilization_pct": 89.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.55,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.8,
"occupancy_90d": 0.981,
"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 1.06,
"tenant_expansion_probability": 0.491
} | {
"annualized_noi_impact_usd": 25664,
"annualized_revenue_impact_usd": 33742,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 428665,
"expansion_capture_probability_post_event": 0.393,
"lease_rate_change_pct": -0.38,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.93
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.41
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.74,
"capital_availability": 0.093,
"demand_pressure": 0.858,
"entitlement_friction": 0.712,
"labor_shortage": 0.899,
"portfolio_tightness": 0.45,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-107415",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:53:00Z",
"trace_id": "a405c026-bc93-4649-8c32-4bfe9da9335b"
} | {
"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": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.039,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.448,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.25,
"battery_mwh": 1.75,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 89,
"facility_id": "FAC-D39C615B38",
"grid_service_limit_mw": 10.39,
"gross_sqft": 899890,
"infill_site": false,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.199,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.66,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.549,
"nearby_nodes": 2,
"network_redundancy_score": 0.672,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 529... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.8,
"dock_utilization_pct": 80.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 84,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"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": 2.54,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.4,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 1.83,
"rent_growth_90d_pct": 4.04,
"tenant_expansion_probability": 0.153... | {
"annualized_noi_impact_usd": -545768,
"annualized_revenue_impact_usd": -701588,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 596841,
"expansion_capture_probability_post_event": 0.034,
"lease_rate_change_pct": -0.61,
"occupancy_shift": -0.021,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.6
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 26.32
},
{
"action": "defer... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.612,
"capital_availability": 0.199,
"demand_pressure": 0.325,
"entitlement_friction": 0.549,
"labor_shortage": 0.729,
"portfolio_tightness": 0.715,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-107416",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:44:00Z",
"trace_id": "5850e70c-953d-48c7-ab5f-3ee5af53f2b1"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.277,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.18,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.81,
"battery_mwh": 6.05,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 101,
"facility_id": "FAC-7DB7DCF99D",
"grid_service_limit_mw": 11.24,
"gross_sqft": 1015970,
"infill_site": false,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.68,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.591,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.419,
"nearby_nodes": 7,
"network_redundancy_score": 0.869,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 94.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.2,
"dock_utilization_pct": 88.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.848,
"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": 1.61,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.9,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 1.49,
"rent_growth_90d_pct": 3.33,
"tenant_expansion_probability": 0.389
} | {
"annualized_noi_impact_usd": -14012,
"annualized_revenue_impact_usd": -20692,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 605332,
"expansion_capture_probability_post_event": 0.279,
"lease_rate_change_pct": 1.31,
"occupancy_shift": 0.014,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.39
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.02
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.526,
"capital_availability": 0.68,
"demand_pressure": 0.831,
"entitlement_friction": 0.419,
"labor_shortage": 0.544,
"portfolio_tightness": 0.322,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-107417",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:14:00Z",
"trace_id": "89581502-6ce1-4e14-a236-d419dc82bd77"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.001,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.178,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.76,
"battery_mwh": 7.56,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 55,
"facility_id": "FAC-2888DF17F9",
"grid_service_limit_mw": 19.22,
"gross_sqft": 559866,
"infill_site": false,
"lease_expiry_months": 9,
"occup... | {
"capital_availability": 0.627,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.592,
"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.222,
"nearby_nodes": 7,
"network_redundancy_score": 0.408,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 33.9,
"dock_utilization_pct": 78.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 27,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"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": 1.8,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.7,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 0.13,
"rent_growth_90d_pct": 1.71,
"tenant_expansion_probability": 0.0... | {
"annualized_noi_impact_usd": -118740,
"annualized_revenue_impact_usd": -185907,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
"estimated_capex_usd": 740062,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.05,
"occupancy_shift": -0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.65
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.36
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.684,
"capital_availability": 0.627,
"demand_pressure": 0.244,
"entitlement_friction": 0.222,
"labor_shortage": 0.636,
"portfolio_tightness": 0.517,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-107418",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:54:00Z",
"trace_id": "b3ae0491-72b3-4a7c-bb1b-0ee0a744e8c6"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.144,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.187,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.44,
"battery_mwh": 0.1,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-16B89202AA",
"grid_service_limit_mw": 8.66,
"gross_sqft": 731918,
"infill_site": false,
"lease_expiry_months": 41,
"occup... | {
"capital_availability": 0.514,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.547,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.789,
"nearby_nodes": 4,
"network_redundancy_score": 0.664,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 5164... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 82.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 65.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"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": 2.44,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.4,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 1.56,
"rent_growth_90d_pct": 3.85,
"tenant_expansion_probability": 0.351
} | {
"annualized_noi_impact_usd": -59882,
"annualized_revenue_impact_usd": -98423,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 703778,
"expansion_capture_probability_post_event": 0.234,
"lease_rate_change_pct": 0.28,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.4
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 32.05
},
{
"action": "rebalance_carrier_mix",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.545,
"capital_availability": 0.514,
"demand_pressure": 0.415,
"entitlement_friction": 0.789,
"labor_shortage": 0.892,
"portfolio_tightness": 0.649,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-107419",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:05:00Z",
"trace_id": "b8c625e7-e0fe-48d6-b482-c3925130f454"
} | {
"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": "development_timing_risk",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.162,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.241,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.75,
"battery_mwh": 10.52,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-557035D97B",
"grid_service_limit_mw": 17.65,
"gross_sqft": 741437,
"infill_site": false,
"lease_expiry_months": 30,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.688,
"cross_node_rebalancing_capacity_pct": 0.127,
"entitlement_friction": 0.72,
"nearby_nodes": 5,
"network_redundancy_score": 0.468,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.7,
"dock_utilization_pct": 82.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"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": 1.92,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.3,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 0.68,
"rent_growth_90d_pct": -0.14,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -75723,
"annualized_revenue_impact_usd": -115786,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 90,
"estimated_capex_usd": 448325,
"expansion_capture_probability_post_event": 0.242,
"lease_rate_change_pct": -2.11,
"occupancy_shift": 0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.35
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.48
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.864,
"capital_availability": 0,
"demand_pressure": 0.463,
"entitlement_friction": 0.72,
"labor_shortage": 0.761,
"portfolio_tightness": 0.555,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-107420",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:28:00Z",
"trace_id": "7a9b91c1-02d9-4ba0-a85e-e134c9084c75"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.114,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.238,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.33,
"battery_mwh": 11.79,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-6AF13080F1",
"grid_service_limit_mw": 20.56,
"gross_sqft": 857593,
"infill_site": false,
"lease_expiry_months": 29,
"oc... | {
"capital_availability": 0.784,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.736,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.654,
"nearby_nodes": 3,
"network_redundancy_score": 0.638,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 736440... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.6,
"dock_utilization_pct": 79.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.4,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.642,
"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": 2.22,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.8,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 1.21,
"rent_growth_90d_pct": 3.09,
"tenant_expansion_probability": 0.413... | {
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"annualized_revenue_impact_usd": 27053,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 466189,
"expansion_capture_probability_post_event": 0.371,
"lease_rate_change_pct": 0.2,
"occupancy_shift": 0.017,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.9
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 25.1
},
{
"action": "offer_preemptive_expansion_term_sheet",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.194,
"capital_availability": 0.784,
"demand_pressure": 0.365,
"entitlement_friction": 0.654,
"labor_shortage": 0.754,
"portfolio_tightness": 0.367,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.87,
"id": "FORGE-107421",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:56:00Z",
"trace_id": "e1d5c9b8-4056-4905-97ce-0b11adb661ba"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.28,
"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": 0.34,
"battery_mwh": 7.86,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 99,
"facility_id": "FAC-FC31AA4F85",
"grid_service_limit_mw": 10.38,
"gross_sqft": 994610,
"infill_site": false,
"lease_expiry_months": 45,
"occu... | {
"capital_availability": 0.228,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.527,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.407,
"nearby_nodes": 5,
"network_redundancy_score": 0.869,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.5,
"dock_utilization_pct": 84.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 25.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.75,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 1.06,
"rent_growth_90d_pct": -0.08,
"tenant_expansion_probability": 0.407
} | {
"annualized_noi_impact_usd": -61935,
"annualized_revenue_impact_usd": -89727,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 562826,
"expansion_capture_probability_post_event": 0.295,
"lease_rate_change_pct": -1.19,
"occupancy_shift": 0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.37
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.87
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.318,
"capital_availability": 0.228,
"demand_pressure": 0.633,
"entitlement_friction": 0.407,
"labor_shortage": 0.511,
"portfolio_tightness": 0.353,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-107422",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:12:00Z",
"trace_id": "0a3cc109-1b04-4935-a1b6-2b277148a1f3"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.306,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.078,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.27,
"battery_mwh": 10.91,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-6BE9B8E48A",
"grid_service_limit_mw": 9.61,
"gross_sqft": 993613,
"infill_site": false,
"lease_expiry_months": 8,
... | {
"capital_availability": 0.018,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.25,
"cross_node_rebalancing_capacity_pct": 0.204,
"entitlement_friction": 0.616,
"nearby_nodes": 6,
"network_redundancy_score": 0.316,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1761... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 54,
"dock_utilization_pct": 87.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.56,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.8,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 3.34,
"rent_growth_90d_pct": 5.74,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": 443525,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 585699,
"expansion_capture_probability_post_event": 0.459,
"lease_rate_change_pct": 3.09,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.95
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.62
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.48,
"capital_availability": 0.018,
"demand_pressure": 0.669,
"entitlement_friction": 0.616,
"labor_shortage": 0.989,
"portfolio_tightness": 0.676,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-107423",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:31:00Z",
"trace_id": "a982bc0e-5e14-4bdd-a40e-dc7721778968"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.076,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.408,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.79,
"battery_mwh": 4.08,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-F0E53F7548",
"grid_service_limit_mw": 14.89,
"gross_sqft": 1098332,
"infill_site": true,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.569,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.798,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.442,
"nearby_nodes": 3,
"network_redundancy_score": 0.416,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 76.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 79.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 50,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.39,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.8,
"occupancy_90d": 0.88,
"rent_growth_30d_pct": -1.44,
"rent_growth_90d_pct": -0.42,
"tenant_expansion_probability": 0.173
} | {
"annualized_noi_impact_usd": -265979,
"annualized_revenue_impact_usd": -371696,
"cap_rate_pressure_pct": -0.33,
"decision_horizon_days": 30,
"estimated_capex_usd": 533398,
"expansion_capture_probability_post_event": 0.063,
"lease_rate_change_pct": -3.38,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.48
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.09
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.893,
"capital_availability": 0.569,
"demand_pressure": 0.38,
"entitlement_friction": 0.442,
"labor_shortage": 1,
"portfolio_tightness": 0.305,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-107424",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:34:00Z",
"trace_id": "b4742ef8-3cee-49b5-81a9-0b1f3cb8f460"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.306,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.371,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.67,
"battery_mwh": 4.75,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-6294A63124",
"grid_service_limit_mw": 12.21,
"gross_sqft": 989681,
"infill_site": true,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.183,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.25,
"cross_node_rebalancing_capacity_pct": 0.043,
"entitlement_friction": 0.582,
"nearby_nodes": 8,
"network_redundancy_score": 0.56,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 3758... | [
{
"appointment_fill_pct": 94.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 58.3,
"dock_utilization_pct": 91.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.852,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.37,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.1,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 4.15,
"rent_growth_90d_pct": 5.99,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 220278,
"annualized_revenue_impact_usd": 365598,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 487050,
"expansion_capture_probability_post_event": 0.425,
"lease_rate_change_pct": 3.27,
"occupancy_shift": 0.014,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.36
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.74
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.876,
"capital_availability": 0.183,
"demand_pressure": 0.894,
"entitlement_friction": 0.582,
"labor_shortage": 0.94,
"portfolio_tightness": 0.701,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-107425",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:38:00Z",
"trace_id": "89869727-5588-4a5e-b089-1381d8fad3f0"
} | {
"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.165,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.065,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.54,
"battery_mwh": 0.17,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-47BA43D93C",
"grid_service_limit_mw": 23.59,
"gross_sqft": 715331,
"infill_site": false,
"lease_expiry_months": 38,
"occ... | {
"capital_availability": 0.65,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.737,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.695,
"nearby_nodes": 8,
"network_redundancy_score": 0.854,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 92,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.2,
"dock_utilization_pct": 87.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.72,
"rent_growth_90d_pct": 4.29,
"tenant_expansion_probability": 0.357
} | {
"annualized_noi_impact_usd": -28126,
"annualized_revenue_impact_usd": -41198,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 574441,
"expansion_capture_probability_post_event": 0.256,
"lease_rate_change_pct": 1.05,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.84
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.45
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.602,
"capital_availability": 0.65,
"demand_pressure": 0.723,
"entitlement_friction": 0.695,
"labor_shortage": 0.876,
"portfolio_tightness": 0.473,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-107426",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:09:00Z",
"trace_id": "3ab3e4a8-563b-4af2-b9ef-5649071821af"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": -0.014,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.325,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.77,
"battery_mwh": 9.14,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-2EAC16884C",
"grid_service_limit_mw": 16.01,
"gross_sqft": 843373,
"infill_site": false,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.465,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.316,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.667,
"nearby_nodes": 6,
"network_redundancy_score": 0.433,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 79.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 47,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.757,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.1,
"occupancy_90d": 0.889,
"rent_growth_30d_pct": 0.29,
"rent_growth_90d_pct": 1.52,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -173320,
"annualized_revenue_impact_usd": -275509,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 434376,
"expansion_capture_probability_post_event": 0.083,
"lease_rate_change_pct": -2.31,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.29
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.1
},
{
"action": "shift_overflow_to_satellite",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.457,
"capital_availability": 0.465,
"demand_pressure": 0.32,
"entitlement_friction": 0.667,
"labor_shortage": 0.918,
"portfolio_tightness": 0.517,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-107427",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:08:00Z",
"trace_id": "f3efaab5-ca08-46eb-af36-0e4b735bcecf"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.292,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.461,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.63,
"battery_mwh": 8.3,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 125,
"facility_id": "FAC-8FC47A34C0",
"grid_service_limit_mw": 25.07,
"gross_sqft": 1250134,
"infill_site": true,
"lease_expiry_months": 65,
"occu... | {
"capital_availability": 0.028,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.253,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.678,
"nearby_nodes": 2,
"network_redundancy_score": 0.337,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 105242... | [
{
"appointment_fill_pct": 92.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 85.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.829,
"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": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.6,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 0.75,
"rent_growth_90d_pct": 1.95,
"tenant_expansion_probability": 0.416
} | {
"annualized_noi_impact_usd": -77256,
"annualized_revenue_impact_usd": -124797,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 601796,
"expansion_capture_probability_post_event": 0.289,
"lease_rate_change_pct": -0.07,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.45
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.85
},
{
"action": "shift_overflow_to_satelli... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.752,
"capital_availability": 0.028,
"demand_pressure": 0.631,
"entitlement_friction": 0.678,
"labor_shortage": 0.724,
"portfolio_tightness": 0.432,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-107428",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:41:00Z",
"trace_id": "9e0e4d8b-cb91-435e-9662-d9130f5e582f"
} | {
"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.082,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.479,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.57,
"battery_mwh": 4.35,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-A12E0BA239",
"grid_service_limit_mw": 11.4,
"gross_sqft": 432850,
"infill_site": false,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.619,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.251,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.212,
"nearby_nodes": 6,
"network_redundancy_score": 0.317,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 95.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 88,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"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": 1.77,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.6,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 2.47,
"rent_growth_90d_pct": 4.74,
"tenant_expansion_probability": 0.284
} | {
"annualized_noi_impact_usd": -6326,
"annualized_revenue_impact_usd": -8677,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 503283,
"expansion_capture_probability_post_event": 0.217,
"lease_rate_change_pct": 1.55,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.62
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.44
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.529,
"capital_availability": 0.619,
"demand_pressure": 0.776,
"entitlement_friction": 0.212,
"labor_shortage": 0.791,
"portfolio_tightness": 0.448,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-107429",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:52:00Z",
"trace_id": "1658254b-d269-474d-80ea-b97d0a55f6d0"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.023,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.224,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.22,
"battery_mwh": 5.51,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-BC9A0610B1",
"grid_service_limit_mw": 8.18,
"gross_sqft": 950655,
"infill_site": true,
"lease_expiry_months": 72,
"... | {
"capital_availability": 0.359,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.276,
"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.591,
"nearby_nodes": 3,
"network_redundancy_score": 0.647,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 83.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 48.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"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": 2.45,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74,
"occupancy_90d": 0.883,
"rent_growth_30d_pct": 1.9,
"rent_growth_90d_pct": 0.88,
"tenant_expansion_probability": 0.211
} | {
"annualized_noi_impact_usd": -374316,
"annualized_revenue_impact_usd": -519488,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 45,
"estimated_capex_usd": 515174,
"expansion_capture_probability_post_event": 0.107,
"lease_rate_change_pct": -2.63,
"occupancy_shift": 0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.32
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.25
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.359,
"demand_pressure": 0.473,
"entitlement_friction": 0.591,
"labor_shortage": 0.877,
"portfolio_tightness": 0.645,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-107430",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:57:00Z",
"trace_id": "67420221-cf8e-4b83-bc57-9e6e57999c6a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"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": 0.148,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.172,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.2,
"battery_mwh": 0.77,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-39138A97CB",
"grid_service_limit_mw": 26.61,
"gross_sqft": 494903,
"infill_site": false,
"lease_expiry_months": 56,
"occu... | {
"capital_availability": 0.717,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.338,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.775,
"nearby_nodes": 3,
"network_redundancy_score": 0.428,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 76,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 83,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.13,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 0.88,
"rent_growth_90d_pct": 0.34,
"tenant_expansion_probability": 0.355
} | {
"annualized_noi_impact_usd": -18415,
"annualized_revenue_impact_usd": -24555,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 615093,
"expansion_capture_probability_post_event": 0.254,
"lease_rate_change_pct": -1.89,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.32
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.96
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.717,
"demand_pressure": 0.507,
"entitlement_friction": 0.775,
"labor_shortage": 0.767,
"portfolio_tightness": 0.467,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-107431",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:16:00Z",
"trace_id": "65b94119-2e0b-4533-bb44-3754ad23ab17"
} | {
"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",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.295,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.285,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.24,
"battery_mwh": 4.88,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-66C06A8FF6",
"grid_service_limit_mw": 13.54,
"gross_sqft": 1275644,
"infill_site": true,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.648,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.699,
"cross_node_rebalancing_capacity_pct": 0.112,
"entitlement_friction": 0.493,
"nearby_nodes": 4,
"network_redundancy_score": 0.378,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 120269... | [
{
"appointment_fill_pct": 89,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.7,
"event_name": "GRID_HEADROOM_WARNING",
"power_load_pct_of_service_limit": 49.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 2.31,
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.999,
"rent_growth_30d_pct": 3.2,
"rent_growth_90d_pct": 5.47,
"tenant_expansion_probability... | {
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"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.566,
"lease_rate_change_pct": 3.76,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.97
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 29.13
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.648,
"demand_pressure": 0.603,
"entitlement_friction": 0.493,
"labor_shortage": 0.445,
"portfolio_tightness": 0.452,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.875,
"id": "FORGE-107432",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:57:00Z",
"trace_id": "a0444fa4-0c3f-48e2-a9b6-f6a9a7de3855"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.362,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.246,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.69,
"battery_mwh": 2.85,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 104,
"facility_id": "FAC-8A4762A3AC",
"grid_service_limit_mw": 15.19,
"gross_sqft": 1048773,
"infill_site": true,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.423,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.659,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.251,
"nearby_nodes": 5,
"network_redundancy_score": 0.605,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.67,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.2,
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"rent_growth_30d_pct": 3.03,
"rent_growth_90d_pct": 2.9,
"tenant_expansion_probability": 0.551
} | {
"annualized_noi_impact_usd": 34874,
"annualized_revenue_impact_usd": 48195,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 701936,
"expansion_capture_probability_post_event": 0.433,
"lease_rate_change_pct": 1.26,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.61
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.7
},
{
"action": "re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.361,
"capital_availability": 0.423,
"demand_pressure": 0.68,
"entitlement_friction": 0.251,
"labor_shortage": 0.878,
"portfolio_tightness": 0.555,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-107433",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:48:00Z",
"trace_id": "feec6823-45d4-49c8-a4d2-a79629e693ff"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"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": 0.026,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.156,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.28,
"battery_mwh": 7.22,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-C17FE4FAAF",
"grid_service_limit_mw": 19.29,
"gross_sqft": 371555,
"infill_site": true,
"lease_expiry_months": 53,
"occu... | {
"capital_availability": 0.269,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.259,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.413,
"nearby_nodes": 5,
"network_redundancy_score": 0.835,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 91,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 84.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 47.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.53,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77,
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"rent_growth_30d_pct": 0.34,
"rent_growth_90d_pct": 0.89,
"tenant_expansion_probability": 0.162
} | {
"annualized_noi_impact_usd": -70110,
"annualized_revenue_impact_usd": -104266,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.078,
"lease_rate_change_pct": -2.06,
"occupancy_shift": 0.012,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.52
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.7
},
{
"action": "defer_noncritical_projects",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.714,
"capital_availability": 0.269,
"demand_pressure": 0.597,
"entitlement_friction": 0.413,
"labor_shortage": 0.726,
"portfolio_tightness": 0.357,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-107434",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:55:00Z",
"trace_id": "c6f411f6-d274-414a-b67f-ac196ee419ed"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.429,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.225,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.65,
"battery_mwh": 0.36,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 135,
"facility_id": "FAC-E77B13ADCA",
"grid_service_limit_mw": 17.28,
"gross_sqft": 1350852,
"infill_site": false,
"lease_expiry_months": 34,... | {
"capital_availability": 0.269,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.426,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.169,
"nearby_nodes": 3,
"network_redundancy_score": 0.522,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 217391... | [
{
"appointment_fill_pct": 91.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 88.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 58.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.03,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.7,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 2.57,
"rent_growth_90d_pct": 3.67,
"tenant_expansion_probability": 0.625
} | {
"annualized_noi_impact_usd": 190686,
"annualized_revenue_impact_usd": 272668,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 425911,
"expansion_capture_probability_post_event": 0.541,
"lease_rate_change_pct": 3.36,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.45
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.35
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.269,
"demand_pressure": 0.783,
"entitlement_friction": 0.169,
"labor_shortage": 0.556,
"portfolio_tightness": 0.441,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.87,
"id": "FORGE-107435",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:37:00Z",
"trace_id": "50cb768c-995c-4220-aabf-00765fdeab7c"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"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"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.073,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 6.32,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-90C187A7CE",
"grid_service_limit_mw": 20.42,
"gross_sqft": 495152,
"infill_site": false,
"lease_expiry_months": 43,
"occ... | {
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"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.609,
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"nearby_nodes": 8,
"network_redundancy_score": 0.42,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 514042,... | [
{
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"dock_utilization_pct": 86.6,
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"power_load_pct_of_service_limit": 59,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.35,
"rent_growth_90d_pct": 1.61,
"tenant_expansion_probability": 0.585
} | {
"annualized_noi_impact_usd": 22759,
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"expansion_capture_probability_post_event": 0.477,
"lease_rate_change_pct": 0.97,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
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{
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"score": 34.64
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.73
},
{
"action": "secur... | {
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"labor_shortage": 0.673,
"portfolio_tightness": 0.387,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-107436",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:56:00Z",
"trace_id": "65fa6c5f-f452-4708-82d4-437305b6afe7"
} | {
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.037,
"seasonality": 0.49,
"service_level_targ... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": true,
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"facility_id": "FAC-43B50EE3F9",
"grid_service_limit_mw": 18.56,
"gross_sqft": 1317682,
"infill_site": false,
"lease_expiry_months": 68,
... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.471,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 85.8,
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"dock_utilization_pct": 79.7,
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"power_load_pct_of_service_limit": 82,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21,
"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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"rent_growth_30d_pct": -1.15,
"rent_growth_90d_pct": -0.72,
"tenant_expansion_probability": 0.17... | {
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"expansion_capture_probability_post_event": 0.049,
"lease_rate_change_pct": -3.67,
"occupancy_shift": 0.002,
"service_penalty_ri... | {
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{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 32.68
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.94
},
{
"action": "shift_overflow_to_satellite",
... | {
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"demand_pressure": 0.347,
"entitlement_friction": 0.675,
"labor_shortage": 0.82,
"portfolio_tightness": 0.414,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-107437",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:14:00Z",
"trace_id": "6209bc5b-09f4-4d29-ab32-0da561764a46"
} | {
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"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"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": 9.4,
"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": "standard",
"risk_of_churn": 0.128,
"seasonality": 0.49,
"service_level_targe... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": true,
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"facility_id": "FAC-805BC31638",
"grid_service_limit_mw": 12,
"gross_sqft": 1138295,
"infill_site": true,
"lease_expiry_months": 24,
"occu... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.386,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 85.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 86.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.41,
"rent_growth_90d_pct": 3.8,
"tenant_expansion_probability": ... | {
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"lease_rate_change_pct": 1.7,
"occupancy_shift": 0.007,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.53
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.099,
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"labor_shortage": 1,
"portfolio_tightness": 0.533,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.876,
"id": "FORGE-107438",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:31:00Z",
"trace_id": "a520756f-c8ca-4599-88d0-87480e838e72"
} | {
"airport_proximity_km": 42,
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"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.329,
"seasonality": 0.49,
"service_level_tar... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
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"facility_id": "FAC-2A134C5DBA",
"grid_service_limit_mw": 17.34,
"gross_sqft": 896718,
"infill_site": true,
"lease_expiry_months": 39,
"o... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.622,
"portfolio_cluster": "chicago_joliet",
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... | [
{
"appointment_fill_pct": 91.6,
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"dock_utilization_pct": 84.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.5,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.8,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 1.27,
"rent_growth_90d_pct": 1.37,
"tenant_expansion_probability": 0.436
} | {
"annualized_noi_impact_usd": -41969,
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"expansion_capture_probability_post_event": 0.32,
"lease_rate_change_pct": -0.18,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 48.16
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 39.84
},
{
"action": "offer_preemptive_ex... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.815,
"portfolio_tightness": 0.378,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-107439",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:29:00Z",
"trace_id": "339e575c-8128-4c0f-88a8-2eef06416492"
} | {
"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",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"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": "1b_plus",
"expansion_request_open": false,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.457,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.33,
"battery_mwh": 11.11,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-21C09E59C5",
"grid_service_limit_mw": 16.16,
"gross_sqft": 589824,
"infill_site": true,
"lease_expiry_months": 53,
"occ... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.77,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 82.8,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 80.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fil... | {
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"confidence_band": "moderate",
"forecast... | {
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"occupancy_90d": 0.887,
"rent_growth_30d_pct": 1.08,
"rent_growth_90d_pct": -0.28,
"tenant_expansion_probability": 0... | {
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"lease_rate_change_pct": -3.47,
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},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 27.09
},
{
"action": "delay_spec_development",
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... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T09:59:00Z",
"trace_id": "735f21c0-8b42-4746-a221-4bb00ccb24f2"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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... | {
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"LOG-CST-005"
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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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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.2,
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"service_level_t... | {
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"building_class": "class_a",
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"gross_sqft": 1421164,
"infill_site": false,
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"o... | {
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"portfolio_cluster": "los_angeles_inland_empire",
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{
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"reefer_temp_delta_c": 0.15,
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"for... | {
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} | {
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},
{
"action": "rebalance_carrier_mix",
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"score": 34.9
},
{
"action": "secure_pop_up_... | {
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"pow... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T09:47:00Z",
"trace_id": "ad4f359f-d2c1-4bde-bd69-2af8bc9f417e"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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{... | {
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"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
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"serv... | {
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"gross_sqft": 829650,
"infill_site": false,
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{
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"reefer_temp_delta_c": 0.15,
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"tenant_expansion_probability": 0.5... | {
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"score": 39.21
},
{
"action": "lock_power_capacity_reservation",
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"score": 33.41
},
{
"action": "shif... | {
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"power... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T09:51:00Z",
"trace_id": "135480d2-8a06-40ea-bf7f-b7561b8437cf"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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},
{
"action": "validated_operational_friction",
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... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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... | {
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"grid_service_limit_mw": 11.18,
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"lease_expiry_months": 21,... | {
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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"reefer_temp_delta_c": 0.15,
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},
{
"action": "shift_overflow_to_satellite",
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"score": 31.94
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{
"action": "activ... | {
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"... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T12:40:00Z",
"trace_id": "5ee52441-bc48-40f6-81ed-252805e47653"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{... | {
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"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"
}
} | {
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"risk_of_churn": 0.221,
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{
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.11
},
{
"action": "lock_power_capacity_reservation",
... | {
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"... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T10:29:00Z",
"trace_id": "abd6523f-3d72-468d-aeeb-3a5a8ecc3a27"
} | {
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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},
{
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},
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.284,
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"gross_sqft": 1080802,
"infill_site": false,
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"o... | {
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"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1318... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.642,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.7,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 0.87,
"rent_growth_90d_pct": 0.47,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -46923,
"annualized_revenue_impact_usd": -61981,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 478800,
"expansion_capture_probability_post_event": 0.305,
"lease_rate_change_pct": -1.95,
"occupancy_shift": 0.014,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.1
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 24.51
},
{
"action": "hold_service_levels_flat",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.521,
"capital_availability": 0.839,
"demand_pressure": 0.351,
"entitlement_friction": 0.327,
"labor_shortage": 0.854,
"portfolio_tightness": 0.341,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-107445",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:34:00Z",
"trace_id": "1d2de608-b743-4381-b537-2db38b84e818"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.073,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.6,
"battery_mwh": 3.83,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-4D79AE4E25",
"grid_service_limit_mw": 10.41,
"gross_sqft": 709710,
"infill_site": false,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.396,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.424,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.575,
"nearby_nodes": 5,
"network_redundancy_score": 0.805,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 75.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 81.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 2.58,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.64,
"rent_growth_90d_pct": 3.76,
"tenant_expansion_probability": 0.198
} | {
"annualized_noi_impact_usd": -225708,
"annualized_revenue_impact_usd": -318330,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 566478,
"expansion_capture_probability_post_event": 0.094,
"lease_rate_change_pct": -0.59,
"occupancy_shift": 0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.56
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.23
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"demand_pressure": 0.409,
"entitlement_friction": 0.575,
"labor_shortage": 0.846,
"portfolio_tightness": 0.6,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-107446",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:58:00Z",
"trace_id": "c3c81557-ed6d-45d4-8054-c95d855f37a0"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.171,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.23,
"battery_mwh": 11.75,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-C40B8BA901",
"grid_service_limit_mw": 23.45,
"gross_sqft": 967478,
"infill_site": false,
"lease_expiry_months": 18,
"oc... | {
"capital_availability": 0.358,
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"competitive_pressure_score": 0.609,
"cross_node_rebalancing_capacity_pct": 0.09,
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"nearby_nodes": 2,
"network_redundancy_score": 0.776,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1425117... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 79.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.8,
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"rent_growth_30d_pct": -0.75,
"rent_growth_90d_pct": -2,
"tenant_expansion_probability": 0.216
} | {
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"annualized_revenue_impact_usd": -246131,
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"decision_horizon_days": 60,
"estimated_capex_usd": 560054,
"expansion_capture_probability_post_event": 0.093,
"lease_rate_change_pct": -4.36,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.38
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.21
},
{
"action": "rebalance_carrier_m... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.358,
"demand_pressure": 0.346,
"entitlement_friction": 0.533,
"labor_shortage": 0.823,
"portfolio_tightness": 0.398,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-107447",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:10:00Z",
"trace_id": "6083fc43-7838-4f5a-81e7-fc6efc852e89"
} | {
"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": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.278,
"seasonality": 0.49,
"service_level_target":... | {
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"battery_mwh": 11.63,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 31,
"facility_id": "FAC-830DB80116",
"grid_service_limit_mw": 20.19,
"gross_sqft": 311532,
"infill_site": true,
"lease_expiry_months": 25,
"occu... | {
"capital_availability": 0.735,
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"cross_node_rebalancing_capacity_pct": 0.043,
"entitlement_friction": 0.378,
"nearby_nodes": 2,
"network_redundancy_score": 0.695,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 77.6,
"event_name": "UTILITY_QUEUE_DISCOVERY",
"power_load_pct_of_service_limit": 78.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.655,
"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": 2.37,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 0.88,
"rent_growth_90d_pct": 2.94,
"tenant_expansion_probability": 0.25
} | {
"annualized_noi_impact_usd": -37275,
"annualized_revenue_impact_usd": -57713,
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"decision_horizon_days": 45,
"estimated_capex_usd": 679243,
"expansion_capture_probability_post_event": 0.196,
"lease_rate_change_pct": -0.64,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.93
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 29.02
},
{
"action": "monitor_and_stag... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.735,
"demand_pressure": 0.234,
"entitlement_friction": 0.378,
"labor_shortage": 0.637,
"portfolio_tightness": 0.428,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-107448",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:42:00Z",
"trace_id": "8f4ff5fc-c3e9-46a7-be3a-d776a2193836"
} | {
"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": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.231,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.68,
"battery_mwh": 0.83,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-1EEA326AD2",
"grid_service_limit_mw": 19.38,
"gross_sqft": 465331,
"infill_site": true,
"lease_expiry_months": 11,
... | {
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"entitlement_friction": 0.089,
"nearby_nodes": 2,
"network_redundancy_score": 0.642,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.7,
"dock_utilization_pct": 87.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.9,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.7,
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"rent_growth_30d_pct": 2.85,
"rent_growth_90d_pct": 4.25,
"tenant_expansion_probability": 0.578
} | {
"annualized_noi_impact_usd": 42045,
"annualized_revenue_impact_usd": 59000,
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"lease_rate_change_pct": 3.47,
"occupancy_shift": 0.014,
"service_penalty_risk_usd": 6... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.01
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.82
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.624,
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"entitlement_friction": 0.089,
"labor_shortage": 0.633,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-107449",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:09:00Z",
"trace_id": "9a001b60-da78-433c-b7f9-00bd3cb9fba1"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.323,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.218,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.81,
"battery_mwh": 5.18,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
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"facility_id": "FAC-BA56FAFAC3",
"grid_service_limit_mw": 10.77,
"gross_sqft": 679127,
"infill_site": true,
"lease_expiry_months": 69,
"... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.859,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 79.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 85.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 84.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"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": 1.52,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.3,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 0.58,
"rent_growth_90d_pct": 0.34,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -21344,
"annualized_revenue_impact_usd": -28611,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 663383,
"expansion_capture_probability_post_event": 0.325,
"lease_rate_change_pct": -0.51,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.15
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.28
},
{
"action": "deploy_peak_sh... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.762,
"capital_availability": 0.394,
"demand_pressure": 0.649,
"entitlement_friction": 0.369,
"labor_shortage": 0.584,
"portfolio_tightness": 0.356,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-107450",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:37:00Z",
"trace_id": "d7524ca1-df9b-455a-807a-c6ee8117d81a"
} | {
"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": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.449,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.44,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.45,
"battery_mwh": 8.03,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-0E5A002E1C",
"grid_service_limit_mw": 18.25,
"gross_sqft": 491362,
"infill_site": false,
"lease_expiry_months": 41,
"occ... | {
"capital_availability": 0.123,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.533,
"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.7,
"nearby_nodes": 4,
"network_redundancy_score": 0.312,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 207... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 88.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"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": 1.42,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.7,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 1.27,
"rent_growth_90d_pct": 0.56,
"tenant_expansion_probability": 0.657
} | {
"annualized_noi_impact_usd": 58978,
"annualized_revenue_impact_usd": 87283,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 529871,
"expansion_capture_probability_post_event": 0.57,
"lease_rate_change_pct": 1,
"occupancy_shift": 0.009,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.52
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.64
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.774,
"capital_availability": 0.123,
"demand_pressure": 0.818,
"entitlement_friction": 0.7,
"labor_shortage": 0.641,
"portfolio_tightness": 0.389,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-107451",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:13:00Z",
"trace_id": "730b0f72-0c78-4e65-8763-70e0cc0b9f49"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.241,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.143,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.76,
"battery_mwh": 8.07,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-B0434EFD12",
"grid_service_limit_mw": 15.98,
"gross_sqft": 885485,
"infill_site": false,
"lease_expiry_months": 28,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.265,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.345,
"nearby_nodes": 3,
"network_redundancy_score": 0.445,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 81.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 68.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_r... | {
"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": "high",
"forecast... | {
"build_vs_buy_score": 2.09,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.945,
"rent_growth_30d_pct": 0.64,
"rent_growth_90d_pct": 0.13,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -70982,
"annualized_revenue_impact_usd": -115888,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 30,
"estimated_capex_usd": 538670,
"expansion_capture_probability_post_event": 0.283,
"lease_rate_change_pct": -1.44,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.89
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.33
},
{
"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,
"demand_pressure": 0.401,
"entitlement_friction": 0.345,
"labor_shortage": 0.783,
"portfolio_tightness": 0.508,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-107452",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:26:00Z",
"trace_id": "41fc1ad8-2e4a-456c-8b40-b03f6d05210e"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.313,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.099,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.77,
"battery_mwh": 6.11,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-AACE86A292",
"grid_service_limit_mw": 13.01,
"gross_sqft": 803228,
"infill_site": true,
"lease_expiry_months": 17,
"occu... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.381,
"cross_node_rebalancing_capacity_pct": 0.074,
"entitlement_friction": 0.635,
"nearby_nodes": 3,
"network_redundancy_score": 0.381,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 61433... | [
{
"appointment_fill_pct": 90.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 84.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.38,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.2,
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"rent_growth_30d_pct": -0.22,
"rent_growth_90d_pct": -1.08,
"tenant_expansion_probability": 0.455
} | {
"annualized_noi_impact_usd": -33553,
"annualized_revenue_impact_usd": -50885,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 60,
"estimated_capex_usd": 510308,
"expansion_capture_probability_post_event": 0.351,
"lease_rate_change_pct": -1.7,
"occupancy_shift": 0.014,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.3
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.85
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.802,
"capital_availability": 0,
"demand_pressure": 0.616,
"entitlement_friction": 0.635,
"labor_shortage": 0.721,
"portfolio_tightness": 0.323,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-107453",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:53:00Z",
"trace_id": "29c70366-4f1c-4b6f-9a91-7c5447870c47"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"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": 0.418,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.389,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.75,
"battery_mwh": 10.09,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-7440AD094D",
"grid_service_limit_mw": 21.17,
"gross_sqft": 983140,
"infill_site": true,
"lease_expiry_months": 29,
"occ... | {
"capital_availability": 0.769,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.387,
"cross_node_rebalancing_capacity_pct": 0.08,
"entitlement_friction": 0.194,
"nearby_nodes": 5,
"network_redundancy_score": 0.438,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 87,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 54.4,
"dock_utilization_pct": 90.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.838,
"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": 1.93,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.9,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 3.21,
"rent_growth_90d_pct": 2.07,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 86314,
"annualized_revenue_impact_usd": 134300,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 426997,
"expansion_capture_probability_post_event": 0.562,
"lease_rate_change_pct": 1.82,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.49
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.39
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.358,
"capital_availability": 0.769,
"demand_pressure": 0.898,
"entitlement_friction": 0.194,
"labor_shortage": 0.804,
"portfolio_tightness": 0.432,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.726,
"id": "FORGE-107454",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:01:00Z",
"trace_id": "167f8c83-3b40-48a6-b6b2-6e95fcc79d76"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.189,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.298,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.43,
"battery_mwh": 9.67,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-66982EC0EC",
"grid_service_limit_mw": 12.19,
"gross_sqft": 357415,
"infill_site": true,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.762,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.454,
"nearby_nodes": 3,
"network_redundancy_score": 0.391,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 87.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.8,
"dock_utilization_pct": 80.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 62.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.658,
"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": 1.96,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.8,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 1.43,
"rent_growth_90d_pct": 2.4,
"tenant_expansion_probability": 0.46
} | {
"annualized_noi_impact_usd": 7974,
"annualized_revenue_impact_usd": 13199,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 535210,
"expansion_capture_probability_post_event": 0.416,
"lease_rate_change_pct": 0.26,
"occupancy_shift": 0.011,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.79
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.97
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.2,
"demand_pressure": 0.363,
"entitlement_friction": 0.454,
"labor_shortage": 0.745,
"portfolio_tightness": 0.437,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-107455",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:53:00Z",
"trace_id": "b7f27c10-79cd-4e33-88e7-9d4471773d54"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": -0.02,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.068,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.46,
"battery_mwh": 3.99,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 70,
"facility_id": "FAC-BC01800B8B",
"grid_service_limit_mw": 13.57,
"gross_sqft": 709088,
"infill_site": false,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.194,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.412,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.592,
"nearby_nodes": 5,
"network_redundancy_score": 0.383,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 853869... | [
{
"appointment_fill_pct": 79.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.8,
"dock_utilization_pct": 77.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 25.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 1.66,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.3,
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"rent_growth_30d_pct": -1.63,
"rent_growth_90d_pct": 0.77,
"tenant_expansion_probability": 0.052
... | {
"annualized_noi_impact_usd": -219730,
"annualized_revenue_impact_usd": -331897,
"cap_rate_pressure_pct": -0.32,
"decision_horizon_days": 60,
"estimated_capex_usd": 711168,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.23,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 27.07
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.816,
"capital_availability": 0.194,
"demand_pressure": 0.225,
"entitlement_friction": 0.592,
"labor_shortage": 0.703,
"portfolio_tightness": 0.387,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-107456",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:40:00Z",
"trace_id": "bc69e964-867e-4c44-940a-ad7d2b59f213"
} | {
"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": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.367,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.389,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.25,
"battery_mwh": 10.21,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 123,
"facility_id": "FAC-E1C7959A51",
"grid_service_limit_mw": 9.92,
"gross_sqft": 1231365,
"infill_site": true,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.334,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.36,
"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.528,
"nearby_nodes": 8,
"network_redundancy_score": 0.342,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 63... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 84.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 83.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"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": 1.44,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.1,
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"rent_growth_30d_pct": 0.2,
"rent_growth_90d_pct": 2.34,
"tenant_expansion_probability": 0.487
} | {
"annualized_noi_impact_usd": -30304,
"annualized_revenue_impact_usd": -44356,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 719809,
"expansion_capture_probability_post_event": 0.369,
"lease_rate_change_pct": 1,
"occupancy_shift": -0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.09
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.74
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.827,
"capital_availability": 0.334,
"demand_pressure": 0.622,
"entitlement_friction": 0.528,
"labor_shortage": 0.732,
"portfolio_tightness": 0.361,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-107457",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:01:00Z",
"trace_id": "8d9a72d5-e016-4ba3-8529-1acd19989098"
} | {
"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": 8.2,
"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": 0.081,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.456,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.68,
"battery_mwh": 0.17,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-AF5AEFEFB4",
"grid_service_limit_mw": 11.88,
"gross_sqft": 784416,
"infill_site": true,
"lease_expiry_months": 22,
"occu... | {
"capital_availability": 0.573,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.299,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.287,
"nearby_nodes": 2,
"network_redundancy_score": 0.4,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 82.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_rate... | {
"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": "high",
"forecast... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.9,
"occupancy_90d": 0.883,
"rent_growth_30d_pct": 2.11,
"rent_growth_90d_pct": 1.82,
"tenant_expansion_probability": 0.285
} | {
"annualized_noi_impact_usd": -225451,
"annualized_revenue_impact_usd": -314092,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 60,
"estimated_capex_usd": 536846,
"expansion_capture_probability_post_event": 0.194,
"lease_rate_change_pct": -1.28,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.9
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.67
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.74,
"capital_availability": 0.573,
"demand_pressure": 0.448,
"entitlement_friction": 0.287,
"labor_shortage": 0.999,
"portfolio_tightness": 0.656,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.872,
"id": "FORGE-107458",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:37:00Z",
"trace_id": "b75f2776-96ec-4071-a016-d562a6eb2354"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "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": false,
"growth_rate": 0.044,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.379,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.49,
"battery_mwh": 10.1,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 148,
"facility_id": "FAC-56F833FCE9",
"grid_service_limit_mw": 7.86,
"gross_sqft": 1482900,
"infill_site": false,
"lease_expiry_months": 16,
"occ... | {
"capital_availability": 0.258,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.438,
"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.837,
"nearby_nodes": 8,
"network_redundancy_score": 0.541,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 98... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 82.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 2.59,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.1,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 2.34,
"rent_growth_90d_pct": 3.72,
"tenant_expansion_probability": 0.245
... | {
"annualized_noi_impact_usd": -616315,
"annualized_revenue_impact_usd": -814219,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 712540,
"expansion_capture_probability_post_event": 0.111,
"lease_rate_change_pct": -1.06,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.82
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.6
},
{
"action": "rebalance_carrier_mix",
"reason": "t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.335,
"capital_availability": 0.258,
"demand_pressure": 0.411,
"entitlement_friction": 0.837,
"labor_shortage": 0.974,
"portfolio_tightness": 0.721,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-107459",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:08:00Z",
"trace_id": "9dd47509-e35d-4327-9dae-d9ca6eabeebe"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "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": 0.438,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.246,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.36,
"battery_mwh": 4.73,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-5358B06068",
"grid_service_limit_mw": 21.58,
"gross_sqft": 1347230,
"infill_site": false,
"lease_expiry_months": 37,
"o... | {
"capital_availability": 0.706,
"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.657,
"cross_node_rebalancing_capacity_pct": 0.154,
"entitlement_friction": 0.394,
"nearby_nodes": 7,
"network_redundancy_score": 0.453,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 92.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 54.9,
"dock_utilization_pct": 88.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"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": 1.73,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.3,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 2.29,
"rent_growth_90d_pct": 4.31,
"tenant_expansion_probability": 0.693
} | {
"annualized_noi_impact_usd": 250537,
"annualized_revenue_impact_usd": 373508,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 407800,
"expansion_capture_probability_post_event": 0.617,
"lease_rate_change_pct": 3.77,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.19
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.47
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.6,
"capital_availability": 0.706,
"demand_pressure": 0.813,
"entitlement_friction": 0.394,
"labor_shortage": 0.89,
"portfolio_tightness": 0.442,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-107460",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:40:00Z",
"trace_id": "02c53a12-4b00-4bd2-aeec-bbe72de0ad26"
} | {
"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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.274,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.331,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.38,
"battery_mwh": 6.31,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 41,
"facility_id": "FAC-0DC1857038",
"grid_service_limit_mw": 16.74,
"gross_sqft": 412734,
"infill_site": false,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.529,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.67,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.399,
"nearby_nodes": 7,
"network_redundancy_score": 0.795,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 82,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"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": 1.85,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.3,
"occupancy_90d": 0.889,
"rent_growth_30d_pct": 1.13,
"rent_growth_90d_pct": 1.47,
"tenant_expansion_probability": 0.437
... | {
"annualized_noi_impact_usd": -26398,
"annualized_revenue_impact_usd": -41090,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 722641,
"expansion_capture_probability_post_event": 0.32,
"lease_rate_change_pct": -0.4,
"occupancy_shift": -0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.8
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.4
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.446,
"capital_availability": 0.529,
"demand_pressure": 0.451,
"entitlement_friction": 0.399,
"labor_shortage": 0.801,
"portfolio_tightness": 0.497,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-107461",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:01:00Z",
"trace_id": "abad27e1-d0b2-47f0-8e2e-5cbebdd8d66c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.012,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.305,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.35,
"battery_mwh": 7.93,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 41,
"facility_id": "FAC-5A909F1866",
"grid_service_limit_mw": 14.28,
"gross_sqft": 416655,
"infill_site": false,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.737,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.586,
"cross_node_rebalancing_capacity_pct": 0.216,
"entitlement_friction": 0.549,
"nearby_nodes": 3,
"network_redundancy_score": 0.348,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 73.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 78.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.1,
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"rent_growth_30d_pct": 0.65,
"rent_growth_90d_pct": -0.04,
"tenant_expansion_probability": 0.149
} | {
"annualized_noi_impact_usd": -139558,
"annualized_revenue_impact_usd": -185929,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 45,
"estimated_capex_usd": 779004,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.2,
"occupancy_shift": -0.018,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 43.6
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.35
},
{
"action": "sec... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.737,
"demand_pressure": 0.261,
"entitlement_friction": 0.549,
"labor_shortage": 1,
"portfolio_tightness": 0.549,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-107462",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:52:00Z",
"trace_id": "0cf062c0-eae6-49f8-bcf1-4d9ca0fca7bf"
} | {
"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": 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": -0.02,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.488,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.2,
"battery_mwh": 11.94,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-C89E0693B8",
"grid_service_limit_mw": 14.22,
"gross_sqft": 447651,
"infill_site": false,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.253,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.747,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.826,
"nearby_nodes": 7,
"network_redundancy_score": 0.802,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 84.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.764,
"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": 2.37,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.976,
"rent_growth_30d_pct": 1.9,
"rent_growth_90d_pct": 0.76,
"tenant_expansion_probability": 0.186
} | {
"annualized_noi_impact_usd": -140886,
"annualized_revenue_impact_usd": -187972,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 45,
"estimated_capex_usd": 467964,
"expansion_capture_probability_post_event": 0.084,
"lease_rate_change_pct": -2.72,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.44
},
{
"action": "delay_spec_development",
"reason... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.663,
"capital_availability": 0.253,
"demand_pressure": 0.527,
"entitlement_friction": 0.826,
"labor_shortage": 0.681,
"portfolio_tightness": 0.647,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-107463",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:38:00Z",
"trace_id": "5c983343-ebe6-4ef7-a1c3-611bd6994531"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.025,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.3,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.19,
"battery_mwh": 0.96,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-8339C8091B",
"grid_service_limit_mw": 24.33,
"gross_sqft": 900133,
"infill_site": false,
"lease_expiry_months": 12,
"occ... | {
"capital_availability": 0.051,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.615,
"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.438,
"nearby_nodes": 7,
"network_redundancy_score": 0.807,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1346734... | [
{
"appointment_fill_pct": 73.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38,
"dock_utilization_pct": 77.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"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": 1.77,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.5,
"occupancy_90d": 0.875,
"rent_growth_30d_pct": -1.34,
"rent_growth_90d_pct": -2.23,
"tenant_expansion_probability": 0.102
} | {
"annualized_noi_impact_usd": -256424,
"annualized_revenue_impact_usd": -343383,
"cap_rate_pressure_pct": -0.36,
"decision_horizon_days": 30,
"estimated_capex_usd": 604231,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -5.13,
"occupancy_shift": -0.017,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 26.72
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 25.28
},
{
"action": "rebalance_carrier_mix",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.7,
"capital_availability": 0.051,
"demand_pressure": 0.246,
"entitlement_friction": 0.438,
"labor_shortage": 0.785,
"portfolio_tightness": 0.367,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-107464",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T08:21:00Z",
"trace_id": "6e1c6e38-616a-4989-9196-708b14f69f15"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.371,
"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.14,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.57,
"battery_mwh": 7.07,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 114,
"facility_id": "FAC-5A557AA664",
"grid_service_limit_mw": 20.06,
"gross_sqft": 1144842,
"infill_site": false,
"lease_expiry_months": 22,
"oc... | {
"capital_availability": 0.356,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.347,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.61,
"nearby_nodes": 5,
"network_redundancy_score": 0.814,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1149626... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.7,
"dock_utilization_pct": 84.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 30.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.851,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 0.79,
"rent_growth_90d_pct": 0.28,
"tenant_expansion_probability": 0.51
} | {
"annualized_noi_impact_usd": -84999,
"annualized_revenue_impact_usd": -133893,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 60,
"estimated_capex_usd": 630720,
"expansion_capture_probability_post_event": 0.38,
"lease_rate_change_pct": -0.89,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.64
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.36
},
{
"action": "shift_overflow_to_satellite... | {
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"capital_availability": 0.356,
"demand_pressure": 0.591,
"entitlement_friction": 0.61,
"labor_shortage": 0.871,
"portfolio_tightness": 0.463,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-107465",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:35:00Z",
"trace_id": "a770a10d-620b-4ee9-a34a-d89686521cd9"
} | {
"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": "network_latency",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": -0.026,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.37,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.75,
"battery_mwh": 7,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-421FF5677A",
"grid_service_limit_mw": 12.53,
"gross_sqft": 1255168,
"infill_site": true,
"lease_expiry_months": 19,
"occup... | {
"capital_availability": 0.302,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.637,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.481,
"nearby_nodes": 2,
"network_redundancy_score": 0.857,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 81.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.732,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.9,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 1.62,
"rent_growth_90d_pct": 1.31,
"tenant_expansion_probability": 0.223
} | {
"annualized_noi_impact_usd": -405658,
"annualized_revenue_impact_usd": -629097,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 45,
"estimated_capex_usd": 462272,
"expansion_capture_probability_post_event": 0.145,
"lease_rate_change_pct": -1.85,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.64
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.67
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.302,
"demand_pressure": 0.36,
"entitlement_friction": 0.481,
"labor_shortage": 0.822,
"portfolio_tightness": 0.677,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-107466",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:40:00Z",
"trace_id": "223fa218-c8c0-4178-8a59-6bd567cbab0e"
} | {
"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": 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": 0.377,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.455,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.64,
"battery_mwh": 12.22,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-50F47A7C40",
"grid_service_limit_mw": 14.3,
"gross_sqft": 1040762,
"infill_site": false,
"lease_expiry_months": 56,
"o... | {
"capital_availability": 0.24,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.437,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.533,
"nearby_nodes": 3,
"network_redundancy_score": 0.829,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 90,
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"dock_utilization_pct": 86.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.42,
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"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.9,
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"rent_growth_30d_pct": 2.36,
"rent_growth_90d_pct": 1.45,
"tenant_expansion_probability": 0.632
} | {
"annualized_noi_impact_usd": 179915,
"annualized_revenue_impact_usd": 251378,
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"estimated_capex_usd": 403013,
"expansion_capture_probability_post_event": 0.555,
"lease_rate_change_pct": 1.31,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.18
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.58
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.24,
"demand_pressure": 0.687,
"entitlement_friction": 0.533,
"labor_shortage": 0.699,
"portfolio_tightness": 0.56,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-107467",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:15:00Z",
"trace_id": "d9ae591f-522d-41b8-ad92-28fe8f2a60c3"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "3pl",
"margin_sensitivity": 0.81,
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.298,
"seasonality": 0.61,
"service_level_target": 0.95... | {
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"battery_mwh": 10.35,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-AAF3AFD2D4",
"grid_service_limit_mw": 12.42,
"gross_sqft": 1084995,
"infill_site": false,
"lease_expiry_months": 68,
"... | {
"capital_availability": 0.669,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.479,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.392,
"nearby_nodes": 7,
"network_redundancy_score": 0.58,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 75.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 78.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.751,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.72,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.3,
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"rent_growth_30d_pct": -0.3,
"rent_growth_90d_pct": 1.33,
"tenant_expansion_probability": 0.149
} | {
"annualized_noi_impact_usd": -201336,
"annualized_revenue_impact_usd": -287637,
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"expansion_capture_probability_post_event": 0.053,
"lease_rate_change_pct": -2.27,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.89
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.72
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.669,
"demand_pressure": 0.274,
"entitlement_friction": 0.392,
"labor_shortage": 0.887,
"portfolio_tightness": 0.464,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-107468",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:51:00Z",
"trace_id": "5717d071-ed3b-40b1-a460-0ac0fddb2c88"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.262,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.379,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.38,
"battery_mwh": 10.75,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-6075D548B0",
"grid_service_limit_mw": 16.19,
"gross_sqft": 903950,
"infill_site": false,
"lease_expiry_months": 67,
"oc... | {
"capital_availability": 0.169,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.293,
"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.766,
"nearby_nodes": 5,
"network_redundancy_score": 0.339,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 157632... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 84.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"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": 1.65,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.9,
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"rent_growth_30d_pct": 0.27,
"rent_growth_90d_pct": 2.65,
"tenant_expansion_probability": 0.442
} | {
"annualized_noi_impact_usd": 1210,
"annualized_revenue_impact_usd": 1622,
"cap_rate_pressure_pct": -0.14,
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"expansion_capture_probability_post_event": 0.34,
"lease_rate_change_pct": 0.67,
"occupancy_shift": 0.001,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 31.82
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.4
},
{
"action": "defer_noncritical_projects",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.764,
"capital_availability": 0.169,
"demand_pressure": 0.592,
"entitlement_friction": 0.766,
"labor_shortage": 0.817,
"portfolio_tightness": 0.413,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.739,
"id": "FORGE-107469",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:43:00Z",
"trace_id": "ebc346ce-341b-4c65-a7c1-ef927442bf01"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.095,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.428,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.45,
"battery_mwh": 9.24,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-299EBBEA57",
"grid_service_limit_mw": 9.83,
"gross_sqft": 405011,
"infill_site": false,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.21,
"cluster_utilization_pct": 0.937,
"competitive_pressure_score": 0.576,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.308,
"nearby_nodes": 6,
"network_redundancy_score": 0.777,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 197... | [
{
"appointment_fill_pct": 75.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 81.5,
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"power_load_pct_of_service_limit": 63.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 13.5,
"shift_fi... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.918,
"rent_growth_30d_pct": 3.15,
"rent_growth_90d_pct": 4.53,
"tenant_expansion_probability": 0.363... | {
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"annualized_revenue_impact_usd": -9126,
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"decision_horizon_days": 45,
"estimated_capex_usd": 631933,
"expansion_capture_probability_post_event": 0.306,
"lease_rate_change_pct": 0.72,
"occupancy_shift": 0.004,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.83
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.07
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.21,
"demand_pressure": 0.394,
"entitlement_friction": 0.308,
"labor_shortage": 0.877,
"portfolio_tightness": 0.608,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-107470",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:27:00Z",
"trace_id": "80149861-306f-4abb-9a46-749752026da3"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.186,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.154,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 11.64,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-24A21DA634",
"grid_service_limit_mw": 18.01,
"gross_sqft": 905694,
"infill_site": true,
"lease_expiry_months": 37,
... | {
"capital_availability": 0.62,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.257,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.383,
"nearby_nodes": 6,
"network_redundancy_score": 0.703,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.2,
"dock_utilization_pct": 88.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.698,
"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": 2.31,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.4,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 5.24,
"rent_growth_90d_pct": 4.46,
"tenant_expansion_probability": 0.528
} | {
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"annualized_revenue_impact_usd": 251158,
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"decision_horizon_days": 30,
"estimated_capex_usd": 402286,
"expansion_capture_probability_post_event": 0.499,
"lease_rate_change_pct": 2.15,
"occupancy_shift": 0.037,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.38
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.79
},
{
"action": "raise... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.62,
"demand_pressure": 0.755,
"entitlement_friction": 0.383,
"labor_shortage": 0.594,
"portfolio_tightness": 0.586,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-107471",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:02:00Z",
"trace_id": "45b4b639-adf3-47ce-8893-8e67eb8a392e"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.318,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.145,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.57,
"battery_mwh": 2.25,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-1250AAD132",
"grid_service_limit_mw": 12.47,
"gross_sqft": 333288,
"infill_site": true,
"lease_expiry_months": 65,
"occu... | {
"capital_availability": 0.018,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.771,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.109,
"nearby_nodes": 4,
"network_redundancy_score": 0.57,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 87.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.6,
"shift_fill_rat... | {
"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",
"market_entry_score": 79.4,
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"rent_growth_30d_pct": 1.41,
"rent_growth_90d_pct": 0.78,
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} | {
"annualized_noi_impact_usd": 11110,
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"expansion_capture_probability_post_event": 0.442,
"lease_rate_change_pct": 0.38,
"occupancy_shift": 0.022,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.73
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.21
},
{
"action": "offer_preemptiv... | {
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"capital_availability": 0.018,
"demand_pressure": 0.766,
"entitlement_friction": 0.109,
"labor_shortage": 0.836,
"portfolio_tightness": 0.334,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-107472",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:21:00Z",
"trace_id": "227d4db7-03f8-42e3-ad06-061d83e73b80"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.439,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.72,
"battery_mwh": 7.73,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-85E0094F1E",
"grid_service_limit_mw": 13.68,
"gross_sqft": 1139920,
"infill_site": false,
"lease_expiry_months": 22,
"o... | {
"capital_availability": 0.732,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.612,
"cross_node_rebalancing_capacity_pct": 0.072,
"entitlement_friction": 0.641,
"nearby_nodes": 2,
"network_redundancy_score": 0.486,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 751702,... | [
{
"appointment_fill_pct": 74.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.1,
"dock_utilization_pct": 79,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.82,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.9,
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"rent_growth_30d_pct": -0.94,
"rent_growth_90d_pct": 0.84,
"tenant_expansion_probability": 0.225
} | {
"annualized_noi_impact_usd": -341815,
"annualized_revenue_impact_usd": -452791,
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"expansion_capture_probability_post_event": 0.129,
"lease_rate_change_pct": -2,
"occupancy_shift": -0.014,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.77
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 23.44
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.466,
"capital_availability": 0.732,
"demand_pressure": 0.326,
"entitlement_friction": 0.641,
"labor_shortage": 0.751,
"portfolio_tightness": 0.357,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-107473",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:29:00Z",
"trace_id": "5473b7fb-6f38-4f5d-8bb2-6e5656e33932"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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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": 0.447,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.32,
"battery_mwh": 8.85,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-1341ABFF61",
"grid_service_limit_mw": 11.8,
"gross_sqft": 893609,
"infill_site": true,
"lease_expiry_months": 71,
"occup... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.844,
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"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.478,
"nearby_nodes": 4,
"network_redundancy_score": 0.393,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 9140... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.2,
"dock_utilization_pct": 85.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 64.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"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": 1.69,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.6,
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"rent_growth_30d_pct": 1.42,
"rent_growth_90d_pct": 3.15,
"tenant_expansion_probability": 0.611
} | {
"annualized_noi_impact_usd": 62900,
"annualized_revenue_impact_usd": 84102,
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"expansion_capture_probability_post_event": 0.518,
"lease_rate_change_pct": 2.48,
"occupancy_shift": -0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.08
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.41
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.64,
"capital_availability": 0,
"demand_pressure": 0.639,
"entitlement_friction": 0.478,
"labor_shortage": 0.705,
"portfolio_tightness": 0.461,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-107474",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:04:00Z",
"trace_id": "211ed370-6583-4f97-85de-d3879c772a90"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.34,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.323,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.74,
"battery_mwh": 9.34,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-3E4608A6A3",
"grid_service_limit_mw": 7.61,
"gross_sqft": 351563,
"infill_site": true,
"lease_expiry_months": 66,
"... | {
"capital_availability": 0.527,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.301,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.632,
"nearby_nodes": 7,
"network_redundancy_score": 0.637,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 87.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fi... | {
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"anomaly_score": 0.846,
"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": 2.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.7,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 3.63,
"rent_growth_90d_pct": 3.99,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": 45981,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 698737,
"expansion_capture_probability_post_event": 0.45,
"lease_rate_change_pct": 1.63,
"occupancy_shift": 0.004,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.41
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.3
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.527,
"demand_pressure": 0.691,
"entitlement_friction": 0.632,
"labor_shortage": 0.987,
"portfolio_tightness": 0.685,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-107475",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:17:00Z",
"trace_id": "88c2b6b2-b61b-43a6-be41-5e74fb22dc81"
} | {
"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": [
{
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"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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.332,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 12.38,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 83,
"facility_id": "FAC-68B98DB80C",
"grid_service_limit_mw": 12.07,
"gross_sqft": 833515,
"infill_site": true,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.116,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.421,
"cross_node_rebalancing_capacity_pct": 0.072,
"entitlement_friction": 0.55,
"nearby_nodes": 6,
"network_redundancy_score": 0.344,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 15... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 77.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.9,
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"rent_growth_30d_pct": -1.25,
"rent_growth_90d_pct": 0.41,
"tenant_expansion_probability": 0.078
} | {
"annualized_noi_impact_usd": -314188,
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.16,
"occupancy_shift": -0.021,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 29.81
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.22
},
{
"action": "defer_noncritical_projects"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.205,
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"labor_shortage": 0.615,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-107476",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:46:00Z",
"trace_id": "9eb2b3f8-ad3f-483f-a41a-b4fb57626c27"
} | {
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"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.321,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 1.38,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-C115E1FF81",
"grid_service_limit_mw": 25.82,
"gross_sqft": 1248520,
"infill_site": true,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.595,
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"entitlement_friction": 0.177,
"nearby_nodes": 4,
"network_redundancy_score": 0.721,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86,
"event_name": "PEAK_KW_SPIKE",
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_rate_pct": ... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.99,
"rent_growth_30d_pct": 2.32,
"rent_growth_90d_pct": 2.33,
"tenant_expansion_probability... | {
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"expansion_capture_probability_post_event": 0.436,
"lease_rate_change_pct": 1.57,
"occupancy_shift": 0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.94
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.83
},
{
"action": "rebal... | {
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"capital_availability": 0.595,
"demand_pressure": 0.643,
"entitlement_friction": 0.177,
"labor_shortage": 0.618,
"portfolio_tightness": 0.557,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-107477",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:52:00Z",
"trace_id": "bad8654e-e0f4-4877-b4f3-bc80c30fd0be"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
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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": 0.175,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.7,
"battery_mwh": 0.32,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-0E20243C3A",
"grid_service_limit_mw": 17.97,
"gross_sqft": 945122,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.135,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.347,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.496,
"nearby_nodes": 7,
"network_redundancy_score": 0.708,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.2,
"dock_utilization_pct": 85.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.7,
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"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.3,
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"rent_growth_30d_pct": 1.07,
"rent_growth_90d_pct": 3.31,
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} | {
"annualized_noi_impact_usd": 62142,
"annualized_revenue_impact_usd": 87948,
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"lease_rate_change_pct": 1.71,
"occupancy_shift": 0.01,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.12
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.83
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.384,
"capital_availability": 0.135,
"demand_pressure": 0.644,
"entitlement_friction": 0.496,
"labor_shortage": 0.858,
"portfolio_tightness": 0.373,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-107478",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:18:00Z",
"trace_id": "13566a51-6516-4136-bc20-97b93a939761"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.253,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.68,
"battery_mwh": 1.96,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-4A76C8C482",
"grid_service_limit_mw": 22.75,
"gross_sqft": 811697,
"infill_site": false,
"lease_expiry_months": 71,
"occ... | {
"capital_availability": 0.536,
"cluster_utilization_pct": 0.878,
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"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.56,
"nearby_nodes": 6,
"network_redundancy_score": 0.847,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.6,
"dock_utilization_pct": 84.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.6,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 1.55,
"rent_growth_90d_pct": 2.41,
"tenant_expansion_probability": 0.327
} | {
"annualized_noi_impact_usd": -67070,
"annualized_revenue_impact_usd": -111224,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 417225,
"expansion_capture_probability_post_event": 0.23,
"lease_rate_change_pct": -0.33,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 41.05
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.08
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.706,
"capital_availability": 0.536,
"demand_pressure": 0.57,
"entitlement_friction": 0.56,
"labor_shortage": 0.797,
"portfolio_tightness": 0.544,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.733,
"id": "FORGE-107479",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:57:00Z",
"trace_id": "0132c785-2f15-48a6-b294-b858bf9b3a51"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.395,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.263,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.68,
"battery_mwh": 8.24,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-F49F3355B8",
"grid_service_limit_mw": 18.69,
"gross_sqft": 1185754,
"infill_site": true,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.823,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.265,
"cross_node_rebalancing_capacity_pct": 0.058,
"entitlement_friction": 0.119,
"nearby_nodes": 6,
"network_redundancy_score": 0.516,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 124186... | [
{
"appointment_fill_pct": 90.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40,
"dock_utilization_pct": 87.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 36,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.7,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.683,
"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": 2.26,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 88.1,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 3.63,
"rent_growth_90d_pct": 5.48,
"tenant_expansion_probability": 0.731... | {
"annualized_noi_impact_usd": 392471,
"annualized_revenue_impact_usd": 605972,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 326611,
"expansion_capture_probability_post_event": 0.722,
"lease_rate_change_pct": 4.99,
"occupancy_shift": 0.034,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.38
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 25.24
},
{
"action": "hold_service_levels_flat",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.51,
"capital_availability": 0.823,
"demand_pressure": 0.748,
"entitlement_friction": 0.119,
"labor_shortage": 0.647,
"portfolio_tightness": 0.406,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-107480",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:47:00Z",
"trace_id": "2474f4fb-4074-45bc-90df-06cf197861ce"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"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": 0.108,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.321,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.79,
"battery_mwh": 2.09,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-1B65B2D43C",
"grid_service_limit_mw": 15.55,
"gross_sqft": 807669,
"infill_site": true,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.28,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.594,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.441,
"nearby_nodes": 2,
"network_redundancy_score": 0.782,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 87,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"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": 1.84,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.9,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 2.5,
"rent_growth_90d_pct": 3.49,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": -43531,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 510392,
"expansion_capture_probability_post_event": 0.201,
"lease_rate_change_pct": 0.32,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.71
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.52
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.467,
"capital_availability": 0.28,
"demand_pressure": 0.705,
"entitlement_friction": 0.441,
"labor_shortage": 0.731,
"portfolio_tightness": 0.52,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-107481",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:44:00Z",
"trace_id": "cea13415-942a-4c6f-ba2b-e8d43349f7c0"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"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": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.06,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.176,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.54,
"battery_mwh": 11.04,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-7E5F07D921",
"grid_service_limit_mw": 12.4,
"gross_sqft": 574967,
"infill_site": true,
"lease_expiry_months": 9,
"occup... | {
"capital_availability": 0.132,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.611,
"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.761,
"nearby_nodes": 4,
"network_redundancy_score": 0.677,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.9,
"dock_utilization_pct": 82.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 49.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"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": 2.32,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.1,
"occupancy_90d": 0.996,
"rent_growth_30d_pct": 1.18,
"rent_growth_90d_pct": 0.64,
"tenant_expansion_probability": 0.233
} | {
"annualized_noi_impact_usd": -239475,
"annualized_revenue_impact_usd": -349904,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 30,
"estimated_capex_usd": 508421,
"expansion_capture_probability_post_event": 0.114,
"lease_rate_change_pct": -2.94,
"occupancy_shift": 0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.96
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.65
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.751,
"capital_availability": 0.132,
"demand_pressure": 0.461,
"entitlement_friction": 0.761,
"labor_shortage": 0.992,
"portfolio_tightness": 0.605,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-107482",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:00:00Z",
"trace_id": "f36b516c-5c4e-4120-a8ec-b9acfa778a14"
} | {
"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": "power_constraint",
"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": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.019,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.391,
"seasonality": 0.33,
"... | {
"automation_penetration": 0.29,
"battery_mwh": 1.04,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-2500994561",
"grid_service_limit_mw": 9.52,
"gross_sqft": 498132,
"infill_site": false,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.247,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.268,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.37,
"nearby_nodes": 5,
"network_redundancy_score": 0.327,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 155... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 30.1,
"dock_utilization_pct": 77.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 64.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.645,
"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": 2.82,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.8,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 2.64,
"rent_growth_90d_pct": 3.87,
"tenant_expansion_probability": 0.262
... | {
"annualized_noi_impact_usd": -45102,
"annualized_revenue_impact_usd": -77480,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 605026,
"expansion_capture_probability_post_event": 0.207,
"lease_rate_change_pct": -0.31,
"occupancy_shift": -0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.48
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 25.62
},
{
"action": "escalate... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.666,
"capital_availability": 0.247,
"demand_pressure": 0.16,
"entitlement_friction": 0.37,
"labor_shortage": 0.718,
"portfolio_tightness": 0.714,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-107483",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:55:00Z",
"trace_id": "ffdbcd32-ec9c-4b13-8b10-12d25b3789f4"
} | {
"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": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.064,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.391,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.55,
"battery_mwh": 10.48,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-C6CCF343AA",
"grid_service_limit_mw": 18.79,
"gross_sqft": 375803,
"infill_site": false,
"lease_expiry_months": 72,
"oc... | {
"capital_availability": 0.945,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.67,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.441,
"nearby_nodes": 5,
"network_redundancy_score": 0.579,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 30.6,
"dock_utilization_pct": 78.9,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 62.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.635,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.22,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.9,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 1.79,
"rent_growth_90d_pct": 1.88,
"tenant_expansion_probability": 0.349
} | {
"annualized_noi_impact_usd": -13394,
"annualized_revenue_impact_usd": -22039,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 411949,
"expansion_capture_probability_post_event": 0.311,
"lease_rate_change_pct": -0.86,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.25
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.44
},
{
"action": "escalate_uti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.118,
"capital_availability": 0.945,
"demand_pressure": 0.301,
"entitlement_friction": 0.441,
"labor_shortage": 0.592,
"portfolio_tightness": 0.435,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-107484",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:47:00Z",
"trace_id": "4623a7c7-d401-4bc0-abf7-52125d1c3c29"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"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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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.343,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.27,
"battery_mwh": 11.23,
"building_class": "class_a",
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"cold_storage_enabled": false,
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"facility_id": "FAC-FBB0D65A60",
"grid_service_limit_mw": 12.69,
"gross_sqft": 556991,
"infill_site": false,
"lease_expiry_months": 16,
"oc... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.687,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 33... | [
{
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"power_load_pct_of_service_limit": 76.3,
"reefer_temp_delta_c": 0.15,
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"confidence_band": "moderate",
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"rent_growth_90d_pct": 0.72,
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} | {
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"lease_rate_change_pct": -1.37,
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.7
},
{
"action": "secure... | {
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"labor_shortage": 0.696,
"portfolio_tightness": 0.324,
"p... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-107485",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:03:00Z",
"trace_id": "91ac06a1-d32a-408e-b7a4-888d3432ce72"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.451,
"seasonality": 0.74,
"service_level... | {
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"battery_mwh": 10.47,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-71123F9D5F",
"grid_service_limit_mw": 14.28,
"gross_sqft": 956351,
"infill_site": false,
"lease_expiry_months": 57,
... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.651,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
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"rent_growth_30d_pct": 1.26,
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... | {
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{
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"score": 31.55
},
{
"action": "secure_pop_up_capacity",
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"score": 29.51
},
{
"action": "rebalance_carri... | {
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"portfolio_tightness": 0.679,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-107486",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:04:00Z",
"trace_id": "6fa65587-1b36-47c2-a709-22fbeb01a731"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
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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": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.162,
"seasonality": 0.82,
"service_level_targe... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"grid_service_limit_mw": 7.6,
"gross_sqft": 1220643,
"infill_site": false,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.524,
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"nearby_nodes": 3,
"network_redundancy_score": 0.753,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 13... | [
{
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"power_load_pct_of_service_limit": 46,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fill_rate... | {
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"score": 38.19
},
{
"action": "secure_pop_up_capacity",
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"score": 35.22
},
{
"action": "rebalance_carri... | {
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"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:10:00Z",
"trace_id": "84a62775-5d6e-41ad-8ce6-838fbc4c9c47"
} | {
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"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"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.151,
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"service_level_targ... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": true,
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"facility_id": "FAC-7411A3B098",
"grid_service_limit_mw": 15.96,
"gross_sqft": 668192,
"infill_site": true,
"lease_expiry_months": 65,
"... | {
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"network_redundancy_score": 0.661,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 82.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.7,
"shift_fill_rate_p... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"rent_growth_90d_pct": 3.25,
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} | {
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"lease_rate_change_pct": 1.33,
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{
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"score": 44.47
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.74
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.83,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-107488",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:57:00Z",
"trace_id": "cf49c417-70cd-4a09-a405-673d064c5820"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.082,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-27576C32F5",
"grid_service_limit_mw": 23.69,
"gross_sqft": 531214,
"infill_site": false,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.678,
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"nearby_nodes": 7,
"network_redundancy_score": 0.365,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 181245... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 84.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forec... | {
"build_vs_buy_score": 1.9,
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"rent_growth_30d_pct": 0.62,
"rent_growth_90d_pct": 0.79,
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} | {
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"expansion_capture_probability_post_event": 0.486,
"lease_rate_change_pct": 0.34,
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"service_penalty_risk_us... | {
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{
"action": "secure_pop_up_capacity",
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"score": 37.9
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.23
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.691,
"portfolio_tightness": 0.352,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-107489",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:24:00Z",
"trace_id": "dacffdb1-5f9c-4df6-8784-8c623c5fb4b9"
} | {
"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": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": -0.007,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.422,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.36,
"battery_mwh": 5.7,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-30EF5F43C6",
"grid_service_limit_mw": 9.07,
"gross_sqft": 625547,
"infill_site": true,
"lease_expiry_months": 18,
"occupa... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.362,
"cross_node_rebalancing_capacity_pct": 0.072,
"entitlement_friction": 0.712,
"nearby_nodes": 8,
"network_redundancy_score": 0.511,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 78.1,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 83.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 2.32,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.5,
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"rent_growth_30d_pct": 1.54,
"rent_growth_90d_pct": 3.9,
"tenant_expansion_probability": 0.16
} | {
"annualized_noi_impact_usd": -294233,
"annualized_revenue_impact_usd": -416995,
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"decision_horizon_days": 30,
"estimated_capex_usd": 533223,
"expansion_capture_probability_post_event": 0.053,
"lease_rate_change_pct": -0.52,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.01
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.39
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0,
"demand_pressure": 0.495,
"entitlement_friction": 0.712,
"labor_shortage": 0.75,
"portfolio_tightness": 0.631,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-107490",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:46:00Z",
"trace_id": "235baa8f-3d44-48f2-813c-cf44a844a9b4"
} | {
"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": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.31,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.32,
"battery_mwh": 0.16,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-F0DD3671B3",
"grid_service_limit_mw": 21.84,
"gross_sqft": 1114859,
"infill_site": true,
"lease_expiry_months": 47,
"oc... | {
"capital_availability": 0.287,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.783,
"cross_node_rebalancing_capacity_pct": 0.072,
"entitlement_friction": 0.472,
"nearby_nodes": 7,
"network_redundancy_score": 0.626,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 48510,... | [
{
"appointment_fill_pct": 89,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 81.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.79,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.962,
"rent_growth_30d_pct": -0.11,
"rent_growth_90d_pct": -1.3,
"tenant_expansion_probability"... | {
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"expansion_capture_probability_post_event": 0.142,
"lease_rate_change_pct": -3.46,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.42
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.11
},
{
"action": "activate_temp_l... | {
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"demand_pressure": 0.435,
"entitlement_friction": 0.472,
"labor_shortage": 0.801,
"portfolio_tightness": 0.404,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-107491",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:16:00Z",
"trace_id": "93033037-d100-4d2f-8173-8ef59951ef3b"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "development_timing_risk",
"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": "50m_100m",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.38,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 4.31,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-418013BAB8",
"grid_service_limit_mw": 13.72,
"gross_sqft": 1227115,
"infill_site": false,
"lease_expiry_months": 69,
"oc... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.477,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
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"dock_utilization_pct": 80.3,
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"power_load_pct_of_service_limit": 49.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.2,
"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": "high",
"forecas... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": -1.27,
"rent_growth_90d_pct": 0.42,
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... | {
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"expansion_capture_probability_post_event": 0.036,
"lease_rate_change_pct": -2.76,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
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{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 30.61
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.36
},
{
"action": "shift_overflow_to_satellite",
"r... | {
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"capital_availability": 0.403,
"demand_pressure": 0.393,
"entitlement_friction": 0.676,
"labor_shortage": 0.759,
"portfolio_tightness": 0.363,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-107492",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:41:00Z",
"trace_id": "ceb6dfc0-d956-41f1-bd71-9eab60a0458c"
} | {
"airport_proximity_km": 35,
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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"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.186,
"seasonality": 0.74,
"service_le... | {
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"battery_mwh": 10.35,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-AE248B7127",
"grid_service_limit_mw": 17.44,
"gross_sqft": 993625,
"infill_site": true,
"lease_expiry_months": 16,
"occ... | {
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"entitlement_friction": 0.107,
"nearby_nodes": 8,
"network_redundancy_score": 0.678,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 91.7,
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"dock_utilization_pct": 86,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 48.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.4,
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"rent_growth_30d_pct": 1.63,
"rent_growth_90d_pct": 2.41,
"tenant_expansion_probability": 0.538
} | {
"annualized_noi_impact_usd": 54637,
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"expansion_capture_probability_post_event": 0.472,
"lease_rate_change_pct": 2.21,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.75
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.88
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"entitlement_friction": 0.107,
"labor_shortage": 0.512,
"portfolio_tightness": 0.411,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-107493",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:47:00Z",
"trace_id": "8be9ff18-b529-450f-9130-36ae36e91fde"
} | {
"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",
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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": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.347,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 5.45,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 110,
"facility_id": "FAC-D226913F67",
"grid_service_limit_mw": 14.13,
"gross_sqft": 1106885,
"infill_site": false,
"lease_expiry_months": 70,
"oc... | {
"capital_availability": 0.804,
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"entitlement_friction": 0.558,
"nearby_nodes": 3,
"network_redundancy_score": 0.672,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 83.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 86.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.6,
"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": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.7,
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"rent_growth_30d_pct": 2.78,
"rent_growth_90d_pct": 2.83,
"tenant_expansion_probability": 0.6
} | {
"annualized_noi_impact_usd": 64220,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.491,
"lease_rate_change_pct": 1.63,
"occupancy_shift": 0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 49.46
},
{
"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": 0.327,
"capital_availability": 0.804,
"demand_pressure": 0.643,
"entitlement_friction": 0.558,
"labor_shortage": 0.715,
"portfolio_tightness": 0.587,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-107494",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:40:00Z",
"trace_id": "813cbae5-2b19-4a5e-b6e1-9ebf22aa43c9"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.252,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.197,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.36,
"battery_mwh": 10.66,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-A5A358F091",
"grid_service_limit_mw": 18.63,
"gross_sqft": 630368,
"infill_site": false,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.616,
"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.389,
"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.128,
"nearby_nodes": 3,
"network_redundancy_score": 0.517,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 93.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40,
"dock_utilization_pct": 90,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.8,
"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": "very_high",
"foreca... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.3,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 3.78,
"rent_growth_90d_pct": 6.12,
"tenant_expansion_probability": 0.542
... | {
"annualized_noi_impact_usd": 97644,
"annualized_revenue_impact_usd": 152624,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 468147,
"expansion_capture_probability_post_event": 0.532,
"lease_rate_change_pct": 4.27,
"occupancy_shift": 0.044,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.11
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.96
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.616,
"demand_pressure": 0.909,
"entitlement_friction": 0.128,
"labor_shortage": 0.648,
"portfolio_tightness": 0.352,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-107495",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:57:00Z",
"trace_id": "1fae0182-c3c8-4507-890d-4907d63396df"
} | {
"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": "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": "50m_100m",
"expansion_request_open": false,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.252,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 2.71,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-659CC12A36",
"grid_service_limit_mw": 12.54,
"gross_sqft": 1097474,
"infill_site": false,
"lease_expiry_months": 34,... | {
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"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.584,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.38,
"nearby_nodes": 5,
"network_redundancy_score": 0.389,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 89... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 79.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fill_rate_pc... | {
"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... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": -0.64,
"rent_growth_90d_pct": -0.98,
"tenant_expansion_probability": 0.153
} | {
"annualized_noi_impact_usd": -214215,
"annualized_revenue_impact_usd": -311400,
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"expansion_capture_probability_post_event": 0.053,
"lease_rate_change_pct": -3.76,
"occupancy_shift": -0.007,
"service_penalty_r... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 33.83
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.02
},
{
"action": "activate_temp_l... | {
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"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.463,
"demand_pressure": 0.354,
"entitlement_friction": 0.38,
"labor_shortage": 0.741,
"portfolio_tightness": 0.312,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-107496",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:56:00Z",
"trace_id": "5c11290a-00cf-4676-994d-ae4a4d8c3cd0"
} | {
"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": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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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": 0.449,
"seasonality": 0.33,
"ser... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-581742E9B9",
"grid_service_limit_mw": 17.92,
"gross_sqft": 1176631,
"infill_site": false,
"lease_expiry_months": 17,... | {
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"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.627,
"cross_node_rebalancing_capacity_pct": 0.187,
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"nearby_nodes": 2,
"network_redundancy_score": 0.538,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 77.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 66.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.64,
"rent_growth_90d_pct": 1.26,
"tenant_expansion_probability": 0.183
} | {
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"annualized_revenue_impact_usd": -327909,
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"expansion_capture_probability_post_event": 0.081,
"lease_rate_change_pct": -2.34,
"occupancy_shift": -0.023,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.33
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.41
},
{
"action": "shift_overflow_to_satellite",
"re... | {
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"capital_availability": 0.822,
"demand_pressure": 0.202,
"entitlement_friction": 0.427,
"labor_shortage": 0.789,
"portfolio_tightness": 0.558,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-107497",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:51:00Z",
"trace_id": "3514aeef-bc66-4847-87e1-ec738296e465"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.394,
"seasonality": 0.49,
"service_level_targe... | {
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"battery_mwh": 8.65,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 96,
"facility_id": "FAC-474E7E750B",
"grid_service_limit_mw": 12.44,
"gross_sqft": 960401,
"infill_site": false,
"lease_expiry_months": 44,
"occu... | {
"capital_availability": 0.368,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.325,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.671,
"nearby_nodes": 8,
"network_redundancy_score": 0.817,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 165... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 81.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"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... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.4,
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"rent_growth_30d_pct": 1.45,
"rent_growth_90d_pct": 2.9,
"tenant_expansion_probability": 0.201
} | {
"annualized_noi_impact_usd": -454817,
"annualized_revenue_impact_usd": -672129,
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"decision_horizon_days": 45,
"estimated_capex_usd": 616448,
"expansion_capture_probability_post_event": 0.062,
"lease_rate_change_pct": -1.68,
"occupancy_shift": -0.015,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.66
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.13
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.368,
"demand_pressure": 0.416,
"entitlement_friction": 0.671,
"labor_shortage": 0.963,
"portfolio_tightness": 0.589,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-107498",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T08:12:00Z",
"trace_id": "578e27e6-664b-43ca-a9d4-5fb02e241284"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.397,
"seasonality": 0.49,
"service_level_targe... | {
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"battery_mwh": 12.22,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 105,
"facility_id": "FAC-488C5AABDA",
"grid_service_limit_mw": 17.77,
"gross_sqft": 1058570,
"infill_site": false,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.658,
"cluster_utilization_pct": 0.915,
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"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.631,
"nearby_nodes": 5,
"network_redundancy_score": 0.735,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.6,
"dock_utilization_pct": 79.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 85.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.3,
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"rent_growth_30d_pct": -0.59,
"rent_growth_90d_pct": -1.49,
"tenant_expansion_probability": 0.092
} | {
"annualized_noi_impact_usd": -327025,
"annualized_revenue_impact_usd": -466920,
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -5.13,
"occupancy_shift": -0.018,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.35
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.56
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.24,
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"demand_pressure": 0.359,
"entitlement_friction": 0.631,
"labor_shortage": 0.798,
"portfolio_tightness": 0.338,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.874,
"id": "FORGE-107499",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:56:00Z",
"trace_id": "5e87b288-1141-4f71-bc84-ab269b49fb7b"
} | {
"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": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.3,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.146,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.51,
"battery_mwh": 6.44,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 86,
"facility_id": "FAC-C98F07E4A9",
"grid_service_limit_mw": 9.65,
"gross_sqft": 868788,
"infill_site": true,
"lease_expiry_months": 61,
"occupa... | {
"capital_availability": 0.582,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.539,
"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.261,
"nearby_nodes": 4,
"network_redundancy_score": 0.878,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.4,
"dock_utilization_pct": 84.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 85.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.838,
"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": 2.54,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.1,
"occupancy_90d": 0.891,
"rent_growth_30d_pct": 2.08,
"rent_growth_90d_pct": 4.67,
"tenant_expansion_probability": 0.454
} | {
"annualized_noi_impact_usd": 31224,
"annualized_revenue_impact_usd": 48819,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 595442,
"expansion_capture_probability_post_event": 0.335,
"lease_rate_change_pct": 2.13,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.75
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.89
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.591,
"capital_availability": 0.582,
"demand_pressure": 0.575,
"entitlement_friction": 0.261,
"labor_shortage": 0.844,
"portfolio_tightness": 0.543,
... |
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