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": 0.788,
"id": "FORGE-106300",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:21:00Z",
"trace_id": "921f2d3d-6b26-4d8d-a744-b2ff928faa6a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.154,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.167,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.79,
"battery_mwh": 7.11,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-D94B8A8759",
"grid_service_limit_mw": 17.35,
"gross_sqft": 632334,
"infill_site": true,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.431,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.449,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.62,
"nearby_nodes": 7,
"network_redundancy_score": 0.767,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 85,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.21,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.1,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 1.56,
"rent_growth_90d_pct": 3.66,
"tenant_expansion_probability": 0.35
} | {
"annualized_noi_impact_usd": 3229,
"annualized_revenue_impact_usd": 4847,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 435913,
"expansion_capture_probability_post_event": 0.257,
"lease_rate_change_pct": 0.95,
"occupancy_shift": 0.011,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.94
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.65
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.259,
"capital_availability": 0.431,
"demand_pressure": 0.618,
"entitlement_friction": 0.62,
"labor_shortage": 0.595,
"portfolio_tightness": 0.447,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-106301",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:21:00Z",
"trace_id": "d0444226-5bf2-44da-a6fc-52a4bb6eb499"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.102,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.438,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.66,
"battery_mwh": 10.17,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-59D4104810",
"grid_service_limit_mw": 12.01,
"gross_sqft": 546090,
"infill_site": true,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.546,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.691,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.503,
"nearby_nodes": 8,
"network_redundancy_score": 0.551,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 91.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.6,
"dock_utilization_pct": 83.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.748,
"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": 1.75,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.4,
"occupancy_90d": 0.892,
"rent_growth_30d_pct": 1.53,
"rent_growth_90d_pct": 0.3,
"tenant_expansion_probability": 0.309
} | {
"annualized_noi_impact_usd": -67251,
"annualized_revenue_impact_usd": -103140,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 402746,
"expansion_capture_probability_post_event": 0.229,
"lease_rate_change_pct": -1.76,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.2
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.87
},
{
"action": "defer_noncritical_projects",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.654,
"capital_availability": 0.546,
"demand_pressure": 0.498,
"entitlement_friction": 0.503,
"labor_shortage": 0.691,
"portfolio_tightness": 0.57,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-106302",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:08:00Z",
"trace_id": "ec486bdd-4058-4f6a-9bc8-db65efcc776a"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.154,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.246,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.31,
"battery_mwh": 2.15,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-DB7E992A66",
"grid_service_limit_mw": 15.32,
"gross_sqft": 938481,
"infill_site": false,
"lease_expiry_months": 39,
"occ... | {
"capital_availability": 0.528,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.558,
"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.593,
"nearby_nodes": 5,
"network_redundancy_score": 0.451,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.3,
"dock_utilization_pct": 82.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 65.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.18,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.3,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 0.86,
"rent_growth_90d_pct": 1.15,
"tenant_expansion_probability": 0.339
} | {
"annualized_noi_impact_usd": -94095,
"annualized_revenue_impact_usd": -124903,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 482814,
"expansion_capture_probability_post_event": 0.24,
"lease_rate_change_pct": -1.1,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.53
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.21
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.333,
"capital_availability": 0.528,
"demand_pressure": 0.483,
"entitlement_friction": 0.593,
"labor_shortage": 0.678,
"portfolio_tightness": 0.453,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-106303",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:11:00Z",
"trace_id": "7adf5ecb-1c5a-4133-a42c-c0fcae85bde2"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.279,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.235,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.51,
"battery_mwh": 4.91,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 29,
"facility_id": "FAC-2F781B8D8D",
"grid_service_limit_mw": 13.58,
"gross_sqft": 297354,
"infill_site": true,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.168,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.806,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.22,
"nearby_nodes": 3,
"network_redundancy_score": 0.623,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 694... | [
{
"appointment_fill_pct": 77.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.9,
"dock_utilization_pct": 81.5,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 67.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"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": 1.56,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.5,
"occupancy_90d": 0.889,
"rent_growth_30d_pct": -0.38,
"rent_growth_90d_pct": 1.55,
"tenant_expansion_probability": 0.406
} | {
"annualized_noi_impact_usd": -3202,
"annualized_revenue_impact_usd": -4936,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 481340,
"expansion_capture_probability_post_event": 0.319,
"lease_rate_change_pct": 0.57,
"occupancy_shift": -0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.18
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.71
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.737,
"capital_availability": 0.168,
"demand_pressure": 0.47,
"entitlement_friction": 0.22,
"labor_shortage": 0.557,
"portfolio_tightness": 0.321,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.741,
"id": "FORGE-106304",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:20:00Z",
"trace_id": "74ed8139-795b-4193-864e-d1f7d4e0ec2b"
} | {
"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": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.159,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.331,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.55,
"battery_mwh": 5.22,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-7D1FFB4F21",
"grid_service_limit_mw": 17.98,
"gross_sqft": 356671,
"infill_site": true,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.183,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.527,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.773,
"nearby_nodes": 2,
"network_redundancy_score": 0.83,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 106097,... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.6,
"dock_utilization_pct": 82.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.727,
"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,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.9,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": -0.25,
"rent_growth_90d_pct": 0.53,
"tenant_expansion_probability": 0.348
} | {
"annualized_noi_impact_usd": -31655,
"annualized_revenue_impact_usd": -48670,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 511650,
"expansion_capture_probability_post_event": 0.269,
"lease_rate_change_pct": -1.02,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 31
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.74
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
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"demand_pressure": 0.494,
"entitlement_friction": 0.773,
"labor_shortage": 0.55,
"portfolio_tightness": 0.388,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-106305",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:37:00Z",
"trace_id": "f954e8ad-b1fb-4a6b-b0de-eb1e58044755"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
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"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"growth_rate": 0.371,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.327,
"seasonality": 0.74,
"service_... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-A30E784659",
"grid_service_limit_mw": 13.5,
"gross_sqft": 649206,
"infill_site": false,
"lease_expiry_months": 59,
... | {
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"cluster_utilization_pct": 0.902,
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"entitlement_friction": 0.264,
"nearby_nodes": 6,
"network_redundancy_score": 0.869,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 386... | [
{
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"dock_utilization_pct": 92.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.4,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
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"rent_growth_30d_pct": 3.92,
"rent_growth_90d_pct": 6.49,
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... | {
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"decision_horizon_days": 60,
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"lease_rate_change_pct": 5.21,
"occupancy_shift": 0.024,
"service_penalty_risk_u... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 45.51
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.68
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.971,
"entitlement_friction": 0.264,
"labor_shortage": 0.753,
"portfolio_tightness": 0.541,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-106306",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:47:00Z",
"trace_id": "74c9b781-7d06-46c1-a53a-7adec4c915d0"
} | {
"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": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.387,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 9.5,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 149,
"facility_id": "FAC-D666D036F1",
"grid_service_limit_mw": 11.3,
"gross_sqft": 1490765,
"infill_site": false,
"lease_expiry_months": 35,
... | {
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"competitive_pressure_score": 0.793,
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"nearby_nodes": 2,
"network_redundancy_score": 0.613,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 88.9,
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"power_load_pct_of_service_limit": 38.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.48,
"rent_growth_90d_pct": 4.11,
"tenant_expansion_probability": 0.517
} | {
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"expansion_capture_probability_post_event": 0.415,
"lease_rate_change_pct": 1.53,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 47.53
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.72
},
{
"action": "activate_temp_l... | {
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"capital_availability": 0.262,
"demand_pressure": 0.773,
"entitlement_friction": 0.795,
"labor_shortage": 0.923,
"portfolio_tightness": 0.639,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-106307",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:55:00Z",
"trace_id": "d8d212bb-f212-4063-8ad5-9d51b3b12f41"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
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"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"
}
} | {
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.309,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 2.52,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-BE291DA6DA",
"grid_service_limit_mw": 16.63,
"gross_sqft": 1253045,
"infill_site": true,
"lease_expiry_months": 39,
... | {
"capital_availability": 0.634,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.666,
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"entitlement_friction": 0.285,
"nearby_nodes": 5,
"network_redundancy_score": 0.757,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 93.3,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 85.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.922,
"rent_growth_30d_pct": 2.29,
"rent_growth_90d_pct": 4.61,
"tenant_expansion_probability... | {
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"lease_rate_change_pct": 2.29,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.69
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.79
},
{
"action": "hold_service_levels_flat",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.605,
"entitlement_friction": 0.285,
"labor_shortage": 0.59,
"portfolio_tightness": 0.568,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.895,
"id": "FORGE-106308",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:43:00Z",
"trace_id": "d8c1584b-8e8d-425e-8768-600c8dbf6ab0"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.8,
"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": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.354,
"seasonality": 0.49,
"service_level_target": ... | {
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"battery_mwh": 11.05,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
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"facility_id": "FAC-8CFAF6F3D8",
"grid_service_limit_mw": 9.1,
"gross_sqft": 353812,
"infill_site": false,
"lease_expiry_months": 20,
"... | {
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"cluster_utilization_pct": 0.869,
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"cross_node_rebalancing_capacity_pct": 0.035,
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"nearby_nodes": 5,
"network_redundancy_score": 0.609,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 675... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 93.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.919,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.82,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 5.81,
"rent_growth_90d_pct": 6.46,
"tenant_expansion_probability": 0.678
} | {
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"annualized_revenue_impact_usd": 198795,
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"expansion_capture_probability_post_event": 0.552,
"lease_rate_change_pct": 4.22,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 53.23
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.09
},
{
"action": "deploy_peak_sh... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.251,
"capital_availability": 0.61,
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"entitlement_friction": 0.287,
"labor_shortage": 0.995,
"portfolio_tightness": 0.698,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-106309",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:41:00Z",
"trace_id": "2a4698e1-0f09-4481-aca2-ab489b123445"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.069,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.152,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.45,
"battery_mwh": 0.64,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-C9BCAD6D5F",
"grid_service_limit_mw": 13.77,
"gross_sqft": 986548,
"infill_site": true,
"lease_expiry_months": 57,
"occu... | {
"capital_availability": 0.458,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.355,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.324,
"nearby_nodes": 2,
"network_redundancy_score": 0.47,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 85,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 29.8,
"dock_utilization_pct": 79.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.622,
"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": 2.21,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.9,
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"rent_growth_30d_pct": 2.47,
"rent_growth_90d_pct": 2.61,
"tenant_expansion_probability": 0.385
} | {
"annualized_noi_impact_usd": 27476,
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"cap_rate_pressure_pct": -0.07,
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"expansion_capture_probability_post_event": 0.364,
"lease_rate_change_pct": 0.1,
"occupancy_shift": 0.018,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.76
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.64
},
{
"action": "monitor_and_stage",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.346,
"capital_availability": 0.458,
"demand_pressure": 0.299,
"entitlement_friction": 0.324,
"labor_shortage": 0.596,
"portfolio_tightness": 0.543,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-106310",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:18:00Z",
"trace_id": "fbed81a3-c90b-41ad-b564-6ad24b4f88cf"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"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": 0.425,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.137,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.68,
"battery_mwh": 5.95,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-992EC1B1C5",
"grid_service_limit_mw": 6.88,
"gross_sqft": 1023347,
"infill_site": true,
"lease_expiry_months": 13,
"occ... | {
"capital_availability": 0.148,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.417,
"cross_node_rebalancing_capacity_pct": 0.14,
"entitlement_friction": 0.468,
"nearby_nodes": 6,
"network_redundancy_score": 0.588,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 353... | [
{
"appointment_fill_pct": 94.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.8,
"dock_utilization_pct": 87.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.59,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 3.16,
"rent_growth_90d_pct": 4.87,
"tenant_expansion_probability": 0.711
} | {
"annualized_noi_impact_usd": 466754,
"annualized_revenue_impact_usd": 776559,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 456946,
"expansion_capture_probability_post_event": 0.633,
"lease_rate_change_pct": 4.15,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.03
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.23
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.394,
"capital_availability": 0.148,
"demand_pressure": 0.735,
"entitlement_friction": 0.468,
"labor_shortage": 0.779,
"portfolio_tightness": 0.575,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.875,
"id": "FORGE-106311",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:32:00Z",
"trace_id": "0d3e81a7-7365-44e1-bc2d-ce400803dd92"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.326,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.135,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.74,
"battery_mwh": 11.94,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-95D406806C",
"grid_service_limit_mw": 11.7,
"gross_sqft": 438670,
"infill_site": false,
"lease_expiry_months": 45,
... | {
"capital_availability": 0.131,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.679,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.421,
"nearby_nodes": 6,
"network_redundancy_score": 0.489,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.5,
"dock_utilization_pct": 87.6,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 48.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.826,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.65,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.4,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": 3.98,
"rent_growth_90d_pct": 4.97,
"tenant_expansion_probability": 0.586
} | {
"annualized_noi_impact_usd": 33090,
"annualized_revenue_impact_usd": 54940,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 90,
"estimated_capex_usd": 430821,
"expansion_capture_probability_post_event": 0.488,
"lease_rate_change_pct": 2.94,
"occupancy_shift": 0.016,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.69
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.96
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.506,
"capital_availability": 0.131,
"demand_pressure": 0.681,
"entitlement_friction": 0.421,
"labor_shortage": 0.89,
"portfolio_tightness": 0.724,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-106312",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:21:00Z",
"trace_id": "4d28828b-4294-40ee-921c-02591a7306de"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "labor_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,
"growth_rate": 0.037,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.2,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.75,
"battery_mwh": 4.3,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-310E4941D0",
"grid_service_limit_mw": 7.85,
"gross_sqft": 861368,
"infill_site": false,
"lease_expiry_months": 61,
"... | {
"capital_availability": 0.191,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.452,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.475,
"nearby_nodes": 7,
"network_redundancy_score": 0.736,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 62... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 82.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pres... | {
"build_vs_buy_score": 2.66,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 2.66,
"rent_growth_90d_pct": 1.31,
"tenant_expansion_probability": 0.278
} | {
"annualized_noi_impact_usd": -163684,
"annualized_revenue_impact_usd": -238137,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 488514,
"expansion_capture_probability_post_event": 0.186,
"lease_rate_change_pct": -1.99,
"occupancy_shift": 0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.33
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.19
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.431,
"capital_availability": 0.191,
"demand_pressure": 0.438,
"entitlement_friction": 0.475,
"labor_shortage": 0.945,
"portfolio_tightness": 0.706,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-106313",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:22:00Z",
"trace_id": "ce88b203-5c25-486a-a893-b0b9cf176f36"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.101,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.196,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.61,
"battery_mwh": 8.9,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 76,
"facility_id": "FAC-93B25DFC24",
"grid_service_limit_mw": 14.35,
"gross_sqft": 763122,
"infill_site": false,
"lease_expiry_months": 16,
"... | {
"capital_availability": 1,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.581,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.81,
"nearby_nodes": 6,
"network_redundancy_score": 0.719,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 82.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 77.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.725,
"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": 2.92,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.7,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 3.41,
"rent_growth_90d_pct": 5.91,
"tenant_expansion_probability": 0.402
} | {
"annualized_noi_impact_usd": 48301,
"annualized_revenue_impact_usd": 75184,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 586084,
"expansion_capture_probability_post_event": 0.315,
"lease_rate_change_pct": 1.03,
"occupancy_shift": 0.016,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.27
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.87
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.06,
"capital_availability": 1,
"demand_pressure": 0.436,
"entitlement_friction": 0.81,
"labor_shortage": 1,
"portfolio_tightness": 0.598,
"power_str... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-106314",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:12:00Z",
"trace_id": "f4d36185-37c1-4255-b982-3549c9cb4185"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.314,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.123,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.79,
"battery_mwh": 1.88,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-034BE76032",
"grid_service_limit_mw": 18.2,
"gross_sqft": 645538,
"infill_site": false,
"lease_expiry_months": 68,
"occu... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.683,
"cross_node_rebalancing_capacity_pct": 0.123,
"entitlement_friction": 0.673,
"nearby_nodes": 2,
"network_redundancy_score": 0.484,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 17980... | [
{
"appointment_fill_pct": 90.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.8,
"dock_utilization_pct": 84.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.837,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.68,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.1,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 1.34,
"rent_growth_90d_pct": 0.08,
"tenant_expansion_probability": 0.468
} | {
"annualized_noi_impact_usd": -19695,
"annualized_revenue_impact_usd": -26171,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 637098,
"expansion_capture_probability_post_event": 0.333,
"lease_rate_change_pct": -1.6,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.72
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.96
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.62,
"capital_availability": 0,
"demand_pressure": 0.565,
"entitlement_friction": 0.673,
"labor_shortage": 0.879,
"portfolio_tightness": 0.523,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.87,
"id": "FORGE-106315",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:05:00Z",
"trace_id": "5b17127c-85e3-4bb6-8ab3-2d154a775588"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"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": 0.26,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.356,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.52,
"battery_mwh": 4.31,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-0A7E33B3CB",
"grid_service_limit_mw": 19.76,
"gross_sqft": 1157620,
"infill_site": false,
"lease_expiry_months": 50,
"o... | {
"capital_availability": 0.216,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.345,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.081,
"nearby_nodes": 3,
"network_redundancy_score": 0.456,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 176054... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 84.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.755,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.23,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.4,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": 2.44,
"rent_growth_90d_pct": 2.09,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 46239,
"annualized_revenue_impact_usd": 69712,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 30,
"estimated_capex_usd": 473194,
"expansion_capture_probability_post_event": 0.443,
"lease_rate_change_pct": 1.31,
"occupancy_shift": 0.003,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.38
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.33
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.244,
"capital_availability": 0.216,
"demand_pressure": 0.594,
"entitlement_friction": 0.081,
"labor_shortage": 0.615,
"portfolio_tightness": 0.489,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-106316",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:25:00Z",
"trace_id": "068aa784-a22b-4ca3-9ca5-3bbdd3d61268"
} | {
"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": 7.6,
"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": 0.152,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.319,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.34,
"battery_mwh": 2.83,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 139,
"facility_id": "FAC-9ED11B36C2",
"grid_service_limit_mw": 13.19,
"gross_sqft": 1392362,
"infill_site": true,
"lease_expiry_months": 42,
"oc... | {
"capital_availability": 0.593,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.543,
"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.377,
"nearby_nodes": 5,
"network_redundancy_score": 0.53,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 81,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 82.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.74,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forec... | {
"build_vs_buy_score": 2.7,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.2,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 2.16,
"rent_growth_90d_pct": 4.73,
"tenant_expansion_probability": 0.412
} | {
"annualized_noi_impact_usd": 19701,
"annualized_revenue_impact_usd": 29169,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 412213,
"expansion_capture_probability_post_event": 0.34,
"lease_rate_change_pct": 2.09,
"occupancy_shift": 0.001,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.66
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.51
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.277,
"capital_availability": 0.593,
"demand_pressure": 0.465,
"entitlement_friction": 0.377,
"labor_shortage": 0.753,
"portfolio_tightness": 0.584,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-106317",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:39:00Z",
"trace_id": "80cb0f98-33b5-4037-9828-a5ded90d8711"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.422,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.441,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.49,
"battery_mwh": 7.86,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 30,
"facility_id": "FAC-655147A71E",
"grid_service_limit_mw": 12.33,
"gross_sqft": 308428,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.632,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.573,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.203,
"nearby_nodes": 2,
"network_redundancy_score": 0.834,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.2,
"dock_utilization_pct": 87.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"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": 1.86,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.8,
"occupancy_90d": 0.9,
"rent_growth_30d_pct": 2.59,
"rent_growth_90d_pct": 1.2,
"tenant_expansion_probability": 0.673
} | {
"annualized_noi_impact_usd": 18190,
"annualized_revenue_impact_usd": 29391,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 330663,
"expansion_capture_probability_post_event": 0.602,
"lease_rate_change_pct": 1.5,
"occupancy_shift": 0.007,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.37
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.54
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.524,
"capital_availability": 0.632,
"demand_pressure": 0.763,
"entitlement_friction": 0.203,
"labor_shortage": 0.814,
"portfolio_tightness": 0.469,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-106318",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:34:00Z",
"trace_id": "b9eded0c-27d6-48b1-a1da-31fca49513cc"
} | {
"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": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.393,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.082,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.35,
"battery_mwh": 0.63,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 119,
"facility_id": "FAC-EF27052E38",
"grid_service_limit_mw": 15.73,
"gross_sqft": 1192606,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.524,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.69,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.771,
"nearby_nodes": 4,
"network_redundancy_score": 0.794,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 79,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 85.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.8,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.859,
"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": 2.47,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 2.02,
"rent_growth_90d_pct": 1.46,
"tenant_expansion_probability": 0.5... | {
"annualized_noi_impact_usd": 53176,
"annualized_revenue_impact_usd": 74405,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 686087,
"expansion_capture_probability_post_event": 0.437,
"lease_rate_change_pct": -0.27,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 44.05
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.03
},
{
"action": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.412,
"capital_availability": 0.524,
"demand_pressure": 0.592,
"entitlement_friction": 0.771,
"labor_shortage": 1,
"portfolio_tightness": 0.57,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-106319",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:39:00Z",
"trace_id": "760f4607-1cee-403b-b2b4-c5d2a0398d8a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"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": 0.425,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.06,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.19,
"battery_mwh": 5.38,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-7EBEF3F667",
"grid_service_limit_mw": 19.97,
"gross_sqft": 740495,
"infill_site": false,
"lease_expiry_months": 62,
"occ... | {
"capital_availability": 0.086,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.344,
"cross_node_rebalancing_capacity_pct": 0.194,
"entitlement_friction": 0.139,
"nearby_nodes": 2,
"network_redundancy_score": 0.867,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 173181... | [
{
"appointment_fill_pct": 86,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.8,
"dock_utilization_pct": 91.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 1.99,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.38,
"rent_growth_90d_pct": 4.68,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 106859,
"annualized_revenue_impact_usd": 174250,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 387310,
"expansion_capture_probability_post_event": 0.591,
"lease_rate_change_pct": 4.49,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.73
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.96
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.616,
"capital_availability": 0.086,
"demand_pressure": 0.939,
"entitlement_friction": 0.139,
"labor_shortage": 0.558,
"portfolio_tightness": 0.464,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.879,
"id": "FORGE-106320",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T16:28:00Z",
"trace_id": "e465e740-831f-4e97-a588-a013aa6d484e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.352,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.242,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.53,
"battery_mwh": 3.87,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-98DA5FCCF2",
"grid_service_limit_mw": 14.94,
"gross_sqft": 1201885,
"infill_site": true,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.529,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.387,
"cross_node_rebalancing_capacity_pct": 0.154,
"entitlement_friction": 0.121,
"nearby_nodes": 6,
"network_redundancy_score": 0.465,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.3,
"dock_utilization_pct": 88.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 58.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.98,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.5,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 3.17,
"rent_growth_90d_pct": 3.69,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 85188,
"annualized_revenue_impact_usd": 126199,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 606519,
"expansion_capture_probability_post_event": 0.471,
"lease_rate_change_pct": 2.57,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.99
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.92
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.397,
"capital_availability": 0.529,
"demand_pressure": 0.766,
"entitlement_friction": 0.121,
"labor_shortage": 0.687,
"portfolio_tightness": 0.506,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.878,
"id": "FORGE-106321",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T16:02:00Z",
"trace_id": "676b918f-bdf2-4ad0-a256-476c37b07f24"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.203,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.299,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.28,
"battery_mwh": 12.1,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 151,
"facility_id": "FAC-B63E52B38E",
"grid_service_limit_mw": 20.29,
"gross_sqft": 1512691,
"infill_site": true,
"lease_expiry_months": 27,
"oc... | {
"capital_availability": 0.801,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.463,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.629,
"nearby_nodes": 8,
"network_redundancy_score": 0.862,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 82,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.4,
"dock_utilization_pct": 83.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 52.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 1.74,
"rent_growth_90d_pct": 1.42,
"tenant_expansion_probability": 0.392
} | {
"annualized_noi_impact_usd": -156547,
"annualized_revenue_impact_usd": -242111,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 564151,
"expansion_capture_probability_post_event": 0.272,
"lease_rate_change_pct": -1.11,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.19
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.16
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.278,
"capital_availability": 0.801,
"demand_pressure": 0.526,
"entitlement_friction": 0.629,
"labor_shortage": 0.836,
"portfolio_tightness": 0.532,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-106322",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:28:00Z",
"trace_id": "5b94e17e-fd49-466d-afc1-8ad68e9b4644"
} | {
"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": 8.1,
"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": 0.304,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.228,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.3,
"battery_mwh": 11.35,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-41818A0A68",
"grid_service_limit_mw": 14.78,
"gross_sqft": 1164255,
"infill_site": true,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.584,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.286,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.491,
"nearby_nodes": 5,
"network_redundancy_score": 0.424,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1423849... | [
{
"appointment_fill_pct": 90.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.2,
"dock_utilization_pct": 87.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"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": 1.97,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.1,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 2.4,
"rent_growth_90d_pct": 1.1,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 90766,
"annualized_revenue_impact_usd": 153941,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 422064,
"expansion_capture_probability_post_event": 0.472,
"lease_rate_change_pct": 0.51,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.61
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.08
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.431,
"capital_availability": 0.584,
"demand_pressure": 0.756,
"entitlement_friction": 0.491,
"labor_shortage": 0.671,
"portfolio_tightness": 0.476,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-106323",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T13:46:00Z",
"trace_id": "4284d531-7f97-46c8-b722-8d086cd76c48"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.2,
"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": 0.16,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.359,
"seasonality": 0.74,
"service_level_t... | {
"automation_penetration": 0.78,
"battery_mwh": 0.67,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-67D20434F6",
"grid_service_limit_mw": 15.83,
"gross_sqft": 630751,
"infill_site": true,
"lease_expiry_months": 56,
"occu... | {
"capital_availability": 0.357,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.553,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.144,
"nearby_nodes": 5,
"network_redundancy_score": 0.828,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.5,
"dock_utilization_pct": 81,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.709,
"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": 1.82,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.1,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 0.51,
"rent_growth_90d_pct": 0.29,
"tenant_expansion_probability": 0.378
} | {
"annualized_noi_impact_usd": -25808,
"annualized_revenue_impact_usd": -41133,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 405925,
"expansion_capture_probability_post_event": 0.327,
"lease_rate_change_pct": -0.59,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.35
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.02
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.417,
"capital_availability": 0.357,
"demand_pressure": 0.421,
"entitlement_friction": 0.144,
"labor_shortage": 0.595,
"portfolio_tightness": 0.395,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-106324",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T15:16:00Z",
"trace_id": "c8664b07-3fc4-490e-9e42-a0798ccb1206"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.228,
"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_l... | {
"automation_penetration": 0.42,
"battery_mwh": 5.1,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-C07CF093D6",
"grid_service_limit_mw": 13.98,
"gross_sqft": 1137045,
"infill_site": true,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.287,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.56,
"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.086,
"nearby_nodes": 6,
"network_redundancy_score": 0.841,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 82.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 84.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"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": 1.78,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.8,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 1.52,
"rent_growth_90d_pct": 0.58,
"tenant_expansion_probability": 0.394
} | {
"annualized_noi_impact_usd": -35059,
"annualized_revenue_impact_usd": -52622,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 394091,
"expansion_capture_probability_post_event": 0.316,
"lease_rate_change_pct": -0.49,
"occupancy_shift": 0.016,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.06
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.46
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.287,
"demand_pressure": 0.585,
"entitlement_friction": 0.086,
"labor_shortage": 0.667,
"portfolio_tightness": 0.467,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-106325",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:03:00Z",
"trace_id": "96c07b0c-faa5-40f6-86a5-88b303445454"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.396,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.421,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.69,
"battery_mwh": 10.5,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 139,
"facility_id": "FAC-96A6524B15",
"grid_service_limit_mw": 13.1,
"gross_sqft": 1398307,
"infill_site": false,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.619,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.772,
"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.593,
"nearby_nodes": 6,
"network_redundancy_score": 0.336,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 86,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 66.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"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": 1.72,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.7,
"occupancy_90d": 0.879,
"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 4.52,
"tenant_expansion_probability": 0.603
} | {
"annualized_noi_impact_usd": 80242,
"annualized_revenue_impact_usd": 108028,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 643432,
"expansion_capture_probability_post_event": 0.498,
"lease_rate_change_pct": 3.2,
"occupancy_shift": -0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.78
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.98
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.619,
"demand_pressure": 0.639,
"entitlement_friction": 0.593,
"labor_shortage": 0.669,
"portfolio_tightness": 0.583,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-106326",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:44:00Z",
"trace_id": "e50a3e7f-b13c-4344-a4a9-5143be98c0de"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.252,
"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": 0.58,
"battery_mwh": 6.63,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-3F5E3CC601",
"grid_service_limit_mw": 18,
"gross_sqft": 543402,
"infill_site": false,
"lease_expiry_months": 49,
"o... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.741,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.273,
"nearby_nodes": 5,
"network_redundancy_score": 0.851,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 133169,
... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.6,
"dock_utilization_pct": 87.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"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": 1.76,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.9,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 1.41,
"rent_growth_90d_pct": 2.02,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": 65734,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 502908,
"expansion_capture_probability_post_event": 0.369,
"lease_rate_change_pct": 0.81,
"occupancy_shift": 0.029,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.16
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.29
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.835,
"capital_availability": 0,
"demand_pressure": 0.769,
"entitlement_friction": 0.273,
"labor_shortage": 0.777,
"portfolio_tightness": 0.382,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-106327",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:47:00Z",
"trace_id": "95924eec-16e3-4629-a010-65ba6edc1b83"
} | {
"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": "labor_constraint",
"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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.117,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.197,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.78,
"battery_mwh": 10.22,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-5209BF0806",
"grid_service_limit_mw": 10.39,
"gross_sqft": 949791,
"infill_site": false,
"lease_expiry_months": 51,
"oc... | {
"capital_availability": 0.31,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.69,
"cross_node_rebalancing_capacity_pct": 0.078,
"entitlement_friction": 0.761,
"nearby_nodes": 7,
"network_redundancy_score": 0.554,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 2078... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 82.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"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": 2.47,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.7,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 2.16,
"rent_growth_90d_pct": 2.88,
"tenant_expansion_probability": 0.353
} | {
"annualized_noi_impact_usd": -133353,
"annualized_revenue_impact_usd": -214164,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 527666,
"expansion_capture_probability_post_event": 0.248,
"lease_rate_change_pct": -0.45,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.9
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.22
},
{
"action": "delay_spec_development",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.615,
"capital_availability": 0.31,
"demand_pressure": 0.431,
"entitlement_friction": 0.761,
"labor_shortage": 0.926,
"portfolio_tightness": 0.723,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-106328",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:55:00Z",
"trace_id": "334340f3-f26a-4eb2-974f-6f04d4e4a9d6"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.16,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.228,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.8,
"battery_mwh": 6.96,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-4C5A434138",
"grid_service_limit_mw": 12.88,
"gross_sqft": 416912,
"infill_site": true,
"lease_expiry_months": 33,
"occup... | {
"capital_availability": 0.392,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.625,
"cross_node_rebalancing_capacity_pct": 0.164,
"entitlement_friction": 0.664,
"nearby_nodes": 3,
"network_redundancy_score": 0.686,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 85.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 49.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_ra... | {
"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": 2.38,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.9,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 2.39,
"rent_growth_90d_pct": 3.56,
"tenant_expansion_probability": 0.357
} | {
"annualized_noi_impact_usd": -16848,
"annualized_revenue_impact_usd": -28090,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 581385,
"expansion_capture_probability_post_event": 0.251,
"lease_rate_change_pct": 0.43,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.41
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 32.35
},
{
"action": "defer_noncritical_projects",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.757,
"capital_availability": 0.392,
"demand_pressure": 0.608,
"entitlement_friction": 0.664,
"labor_shortage": 0.829,
"portfolio_tightness": 0.651,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-106329",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:19:00Z",
"trace_id": "aa5c60e6-0522-4d9d-99c0-65a151c6e075"
} | {
"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": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.412,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.134,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.58,
"battery_mwh": 9.26,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 44,
"facility_id": "FAC-5067C41CD2",
"grid_service_limit_mw": 21.35,
"gross_sqft": 440730,
"infill_site": true,
"lease_expiry_months": 38,
"... | {
"capital_availability": 0.712,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.267,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.388,
"nearby_nodes": 3,
"network_redundancy_score": 0.806,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 85,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.1,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"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_d... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.3,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 2.61,
"rent_growth_90d_pct": 3.29,
"tenant_expansion_probability": 0.644... | {
"annualized_noi_impact_usd": 48184,
"annualized_revenue_impact_usd": 65851,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 649665,
"expansion_capture_probability_post_event": 0.546,
"lease_rate_change_pct": 2.58,
"occupancy_shift": 0.009,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 47.51
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.3
},
{
"action": "rebalance_carri... | {
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"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.712,
"demand_pressure": 0.582,
"entitlement_friction": 0.388,
"labor_shortage": 0.663,
"portfolio_tightness": 0.58,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-106330",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:38:00Z",
"trace_id": "f9da01a6-963a-45a0-9e80-2ea5919fd200"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.381,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 1.64,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-79CBD15985",
"grid_service_limit_mw": 14.07,
"gross_sqft": 774444,
"infill_site": true,
"lease_expiry_months": 52,
"... | {
"capital_availability": 0.579,
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"competitive_pressure_score": 0.745,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.3,
"nearby_nodes": 3,
"network_redundancy_score": 0.747,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 87.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rate_pc... | {
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"anomaly_score": 0.791,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.09,
"rent_growth_90d_pct": 5.3,
"tenant_expansion_probability": 0.316
} | {
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"decision_horizon_days": 90,
"estimated_capex_usd": 467458,
"expansion_capture_probability_post_event": 0.236,
"lease_rate_change_pct": 2.13,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
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{
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"score": 33.27
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 27.64
},
{
"action": "rebalance_carrier_mix",
"rea... | {
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"demand_pressure": 0.707,
"entitlement_friction": 0.3,
"labor_shortage": 0.686,
"portfolio_tightness": 0.641,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-106331",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:18:00Z",
"trace_id": "f0c23e1b-cccd-4208-a0c2-103b168dde84"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.159,
"seasonality": 0.82,
"service_level_target"... | {
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"battery_mwh": 12.43,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-D980D46B22",
"grid_service_limit_mw": 18.64,
"gross_sqft": 610135,
"infill_site": false,
"lease_expiry_months": 47,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.46,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.356,
"nearby_nodes": 2,
"network_redundancy_score": 0.37,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1058379,
"... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 82.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 49.7,
"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": "elevated",
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"occupancy_90d": 0.901,
"rent_growth_30d_pct": 0.18,
"rent_growth_90d_pct": 2.49,
"tenant_expansion_probability": 0.118... | {
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -1.48,
"occupancy_shift": 0.005,
"service_penalty_ris... | {
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{
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"reason": "labor_gap_mitigation",
"score": 31.21
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.7
},
{
"action": "defer_noncritical_projects",
"reason... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0,
"demand_pressure": 0.478,
"entitlement_friction": 0.356,
"labor_shortage": 0.87,
"portfolio_tightness": 0.418,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-106332",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:28:00Z",
"trace_id": "0d03e88f-e88b-4d11-bf96-2c9f15ff0e7b"
} | {
"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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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.217,
"seasonality": 0.82,
"service_level_tar... | {
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"battery_mwh": 3.71,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-7D7BEAA4AD",
"grid_service_limit_mw": 13.08,
"gross_sqft": 356460,
"infill_site": true,
"lease_expiry_months": 45,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.463,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.548,
"nearby_nodes": 7,
"network_redundancy_score": 0.685,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 864... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.9,
"dock_utilization_pct": 83.1,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 60.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_rate_pc... | {
"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",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.881,
"rent_growth_30d_pct": 1.09,
"rent_growth_90d_pct": 3.09,
"tenant_expansion_probability"... | {
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"expansion_capture_probability_post_event": 0.122,
"lease_rate_change_pct": -0.68,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
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{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.02
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.38
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0,
"demand_pressure": 0.502,
"entitlement_friction": 0.548,
"labor_shortage": 0.865,
"portfolio_tightness": 0.52,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-106333",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:30:00Z",
"trace_id": "52669290-17a8-4006-9c04-61f07b47bde1"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.199,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.267,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.53,
"battery_mwh": 11.88,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-8493B7BBE2",
"grid_service_limit_mw": 10.21,
"gross_sqft": 1165592,
"infill_site": false,
"lease_expiry_months": 44,
"... | {
"capital_availability": 0.41,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.461,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.337,
"nearby_nodes": 8,
"network_redundancy_score": 0.665,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 92,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 85.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"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": "high",
"forecast_p... | {
"build_vs_buy_score": 2.64,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.5,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 3.25,
"rent_growth_90d_pct": 3.32,
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} | {
"annualized_noi_impact_usd": 70763,
"annualized_revenue_impact_usd": 120978,
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"expansion_capture_probability_post_event": 0.391,
"lease_rate_change_pct": 1.43,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
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{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.96
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.14
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"demand_pressure": 0.584,
"entitlement_friction": 0.337,
"labor_shortage": 0.727,
"portfolio_tightness": 0.684,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.742,
"id": "FORGE-106334",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T14:08:00Z",
"trace_id": "7ced423b-6762-4a43-a8ef-ca6e8d79b419"
} | {
"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": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.162,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.148,
"seasonality": 0.49,
"service_level_target":... | {
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"battery_mwh": 10,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 91,
"facility_id": "FAC-E8A60EE123",
"grid_service_limit_mw": 15.76,
"gross_sqft": 918250,
"infill_site": true,
"lease_expiry_months": 37,
"occupanc... | {
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"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.933,
"nearby_nodes": 4,
"network_redundancy_score": 0.528,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33,
"dock_utilization_pct": 84.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 78.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.705,
"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": 2.6,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.7,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 3.48,
"rent_growth_90d_pct": 3.07,
"tenant_expansion_probability": 0.437
} | {
"annualized_noi_impact_usd": 82983,
"annualized_revenue_impact_usd": 107739,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 581779,
"expansion_capture_probability_post_event": 0.363,
"lease_rate_change_pct": -0.07,
"occupancy_shift": 0.023,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.57
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.73
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"demand_pressure": 0.537,
"entitlement_friction": 0.933,
"labor_shortage": 0.636,
"portfolio_tightness": 0.665,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-106335",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:55:00Z",
"trace_id": "f9e9a637-034d-4bb4-b927-34076e8fc742"
} | {
"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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.182,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.304,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.75,
"battery_mwh": 11.45,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-8BF9995AD1",
"grid_service_limit_mw": 14.61,
"gross_sqft": 537469,
"infill_site": true,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.765,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.723,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.092,
"nearby_nodes": 2,
"network_redundancy_score": 0.467,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 80.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 64.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.897,
"rent_growth_30d_pct": 1,
"rent_growth_90d_pct": 2.07,
"tenant_expansion_probability": 0.379
} | {
"annualized_noi_impact_usd": -21769,
"annualized_revenue_impact_usd": -28911,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 451202,
"expansion_capture_probability_post_event": 0.3,
"lease_rate_change_pct": 0.19,
"occupancy_shift": -0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.93
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.3
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.765,
"demand_pressure": 0.408,
"entitlement_friction": 0.092,
"labor_shortage": 0.772,
"portfolio_tightness": 0.437,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-106336",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T13:43:00Z",
"trace_id": "b40ded78-7ca4-4af3-af1e-eeb99ba59fbc"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.099,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.318,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.41,
"battery_mwh": 4.07,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-D14A48768D",
"grid_service_limit_mw": 12.78,
"gross_sqft": 659150,
"infill_site": false,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.242,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.656,
"cross_node_rebalancing_capacity_pct": 0.143,
"entitlement_friction": 0.426,
"nearby_nodes": 3,
"network_redundancy_score": 0.752,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 385334,... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.8,
"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... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.7,
"rent_growth_90d_pct": 4.3,
"tenant_expansion_probability": 0.395
... | {
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"annualized_revenue_impact_usd": 43285,
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"decision_horizon_days": 60,
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"lease_rate_change_pct": 1.29,
"occupancy_shift": 0.02,
"service_penalty_risk_usd": 0... | {
"alternative_actions": [
{
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"reason": "service_continuity",
"score": 27.82
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 25.31
},
{
"action": "lock_power_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.242,
"demand_pressure": 0.548,
"entitlement_friction": 0.426,
"labor_shortage": 0.649,
"portfolio_tightness": 0.415,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-106337",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:18:00Z",
"trace_id": "a90e32df-1255-4a88-b2c8-cec619af6206"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.455,
"seasonality": 0.82,
"service_level_target"... | {
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"battery_mwh": 6.7,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-2499618646",
"grid_service_limit_mw": 15.25,
"gross_sqft": 645176,
"infill_site": false,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.31,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.316,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.384,
"nearby_nodes": 5,
"network_redundancy_score": 0.706,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.4,
"dock_utilization_pct": 85.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 49.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"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": 1.88,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.4,
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"rent_growth_30d_pct": 1.85,
"rent_growth_90d_pct": 1.83,
"tenant_expansion_probability": 0.362
... | {
"annualized_noi_impact_usd": -51573,
"annualized_revenue_impact_usd": -79003,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.26,
"lease_rate_change_pct": -0.76,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.78
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.33
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.31,
"demand_pressure": 0.621,
"entitlement_friction": 0.384,
"labor_shortage": 0.932,
"portfolio_tightness": 0.464,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-106338",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:46:00Z",
"trace_id": "3bf7b62a-2cb9-4357-815c-a0e014b10a92"
} | {
"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": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": -0.01,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.453,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.58,
"battery_mwh": 10.74,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 63,
"facility_id": "FAC-3CA5EF7B73",
"grid_service_limit_mw": 9.98,
"gross_sqft": 637908,
"infill_site": false,
"lease_expiry_months": 64,
"occu... | {
"capital_availability": 0.283,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.619,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.362,
"nearby_nodes": 2,
"network_redundancy_score": 0.371,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.8,
"dock_utilization_pct": 79.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 80.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"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": 2.72,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.3,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 1.8,
"rent_growth_90d_pct": 0.89,
"tenant_expansion_probability": 0.189
... | {
"annualized_noi_impact_usd": -373103,
"annualized_revenue_impact_usd": -487086,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 643385,
"expansion_capture_probability_post_event": 0.083,
"lease_rate_change_pct": -2.78,
"occupancy_shift": -0.021,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.31
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.99
},
{
"action": "deploy_peak_shav... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.363,
"capital_availability": 0.283,
"demand_pressure": 0.267,
"entitlement_friction": 0.362,
"labor_shortage": 0.857,
"portfolio_tightness": 0.676,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-106339",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:01:00Z",
"trace_id": "a5c1212c-0e82-4747-86e2-c65b31531c5d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.43,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.082,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.55,
"battery_mwh": 1.94,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-7012CEE991",
"grid_service_limit_mw": 15.48,
"gross_sqft": 1046223,
"infill_site": true,
"lease_expiry_months": 67,
"oc... | {
"capital_availability": 0.588,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.335,
"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.248,
"nearby_nodes": 3,
"network_redundancy_score": 0.59,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 92... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 86.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.72,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.68,
"rent_growth_90d_pct": 1.42,
"tenant_expansion_probability": 0.668
} | {
"annualized_noi_impact_usd": 95849,
"annualized_revenue_impact_usd": 132542,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 338887,
"expansion_capture_probability_post_event": 0.6,
"lease_rate_change_pct": 1.88,
"occupancy_shift": 0.004,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.78
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.83
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.514,
"capital_availability": 0.588,
"demand_pressure": 0.719,
"entitlement_friction": 0.248,
"labor_shortage": 0.733,
"portfolio_tightness": 0.387,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-106340",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:48:00Z",
"trace_id": "50ffb3e7-3d87-4663-8875-ae6b069e4b9f"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.019,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.334,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.35,
"battery_mwh": 11.75,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-B927B40D6E",
"grid_service_limit_mw": 15.73,
"gross_sqft": 1238209,
"infill_site": false,
"lease_expiry_months": 24,
"... | {
"capital_availability": 0.147,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.265,
"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.459,
"nearby_nodes": 8,
"network_redundancy_score": 0.623,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.1,
"dock_utilization_pct": 79.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.741,
"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": 2.62,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.5,
"occupancy_90d": 0.882,
"rent_growth_30d_pct": 1.14,
"rent_growth_90d_pct": 3.22,
"tenant_expansion_probability": 0.22... | {
"annualized_noi_impact_usd": -395133,
"annualized_revenue_impact_usd": -566959,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 480131,
"expansion_capture_probability_post_event": 0.134,
"lease_rate_change_pct": -0.44,
"occupancy_shift": -0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.21
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.94
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.374,
"capital_availability": 0.147,
"demand_pressure": 0.307,
"entitlement_friction": 0.459,
"labor_shortage": 0.751,
"portfolio_tightness": 0.585,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-106341",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:13:00Z",
"trace_id": "8231009a-0dd2-485f-80e3-14dad2b219d0"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.396,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.045,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.38,
"battery_mwh": 10.97,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-4E01B9BE52",
"grid_service_limit_mw": 19.65,
"gross_sqft": 160000,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.541,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.264,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.176,
"nearby_nodes": 6,
"network_redundancy_score": 0.709,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.3,
"dock_utilization_pct": 86,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83,
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"rent_growth_30d_pct": 2.01,
"rent_growth_90d_pct": 1.21,
"tenant_expansion_probability": 0.584
} | {
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"annualized_revenue_impact_usd": 27837,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 506697,
"expansion_capture_probability_post_event": 0.49,
"lease_rate_change_pct": 0.85,
"occupancy_shift": 0.018,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 47.36
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.51
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.541,
"demand_pressure": 0.666,
"entitlement_friction": 0.176,
"labor_shortage": 0.791,
"portfolio_tightness": 0.474,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-106342",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:10:00Z",
"trace_id": "1b221329-0867-4f8d-b37f-caf2e7836059"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.031,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.112,
"seasonality": 0.33,
"se... | {
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"battery_mwh": 8.38,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-F12306D45E",
"grid_service_limit_mw": 17.95,
"gross_sqft": 902674,
"infill_site": true,
"lease_expiry_months": 43,
"occu... | {
"capital_availability": 0.375,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.545,
"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.615,
"nearby_nodes": 4,
"network_redundancy_score": 0.648,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 77.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 69.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.745,
"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": 1.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.5,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 0.47,
"rent_growth_90d_pct": 1.06,
"tenant_expansion_probability": 0.195
} | {
"annualized_noi_impact_usd": -130802,
"annualized_revenue_impact_usd": -212924,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 608598,
"expansion_capture_probability_post_event": 0.08,
"lease_rate_change_pct": -2.41,
"occupancy_shift": -0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.55
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.34
},
{
"action": "lo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.227,
"capital_availability": 0.375,
"demand_pressure": 0.179,
"entitlement_friction": 0.615,
"labor_shortage": 0.64,
"portfolio_tightness": 0.578,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.874,
"id": "FORGE-106343",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:14:00Z",
"trace_id": "3ef03bea-a07b-4dfb-9745-f171b404bcf7"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"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": 0.365,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.359,
"seasonality": 0.74,
"service_level_... | {
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"battery_mwh": 10.88,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-A8E38281C6",
"grid_service_limit_mw": 24.03,
"gross_sqft": 592820,
"infill_site": false,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.084,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.437,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.547,
"nearby_nodes": 8,
"network_redundancy_score": 0.321,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 163183... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 90.8,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 36.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"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": 1.94,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.7,
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"rent_growth_30d_pct": 2.93,
"rent_growth_90d_pct": 4.16,
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} | {
"annualized_noi_impact_usd": 57522,
"annualized_revenue_impact_usd": 81666,
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"estimated_capex_usd": 512642,
"expansion_capture_probability_post_event": 0.542,
"lease_rate_change_pct": 3.11,
"occupancy_shift": 0.02,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.02
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.03
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.4,
"capital_availability": 0.084,
"demand_pressure": 0.927,
"entitlement_friction": 0.547,
"labor_shortage": 0.764,
"portfolio_tightness": 0.439,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-106344",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T18:55:00Z",
"trace_id": "cb178c0f-2526-4e0c-9336-54ffd64f43f2"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.6,
"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": 0.35,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.217,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.77,
"battery_mwh": 9.97,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-5A6C7B31CF",
"grid_service_limit_mw": 8.18,
"gross_sqft": 900827,
"infill_site": true,
"lease_expiry_months": 32,
"... | {
"capital_availability": 0.541,
"cluster_utilization_pct": 0.934,
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"cross_node_rebalancing_capacity_pct": 0.03,
"entitlement_friction": 0.427,
"nearby_nodes": 2,
"network_redundancy_score": 0.627,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 169... | [
{
"appointment_fill_pct": 95.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 59.2,
"dock_utilization_pct": 90.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.88,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.6,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.3,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 4.25,
"rent_growth_90d_pct": 5.76,
"tenant_expansion_probability": 0.564
... | {
"annualized_noi_impact_usd": 354663,
"annualized_revenue_impact_usd": 492491,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 610063,
"expansion_capture_probability_post_event": 0.443,
"lease_rate_change_pct": 3.08,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.71
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.12
},
{
"action": "secure_pop_up_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.474,
"capital_availability": 0.541,
"demand_pressure": 0.871,
"entitlement_friction": 0.427,
"labor_shortage": 1,
"portfolio_tightness": 0.634,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-106345",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:47:00Z",
"trace_id": "0048459a-3fab-45df-9840-f31aa640fca0"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"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": 0.044,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.324,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.64,
"battery_mwh": 10.19,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 133,
"facility_id": "FAC-43F3FF507E",
"grid_service_limit_mw": 14.01,
"gross_sqft": 1339835,
"infill_site": true,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.426,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.764,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.31,
"nearby_nodes": 4,
"network_redundancy_score": 0.369,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 77.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 78.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 83.6,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 28.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.63,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.7,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 0.7,
"rent_growth_90d_pct": 1.54,
"tenant_expansion_probability": 0.19
} | {
"annualized_noi_impact_usd": -597691,
"annualized_revenue_impact_usd": -990404,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 720959,
"expansion_capture_probability_post_event": 0.068,
"lease_rate_change_pct": -2.39,
"occupancy_shift": -0.018,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.01
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.05
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.403,
"capital_availability": 0.426,
"demand_pressure": 0.25,
"entitlement_friction": 0.31,
"labor_shortage": 1,
"portfolio_tightness": 0.548,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-106346",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:12:00Z",
"trace_id": "c63e3999-a01b-4eb8-bf12-20e1950ea0f5"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.084,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.321,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.77,
"battery_mwh": 4.38,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 115,
"facility_id": "FAC-109E5B80DD",
"grid_service_limit_mw": 18.39,
"gross_sqft": 1159901,
"infill_site": false,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.276,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.541,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.672,
"nearby_nodes": 8,
"network_redundancy_score": 0.738,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.7,
"dock_utilization_pct": 80,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"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": 1.71,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.1,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 0.2,
"rent_growth_90d_pct": 2.1,
"tenant_expansion_probability": 0.195
} | {
"annualized_noi_impact_usd": -222307,
"annualized_revenue_impact_usd": -365268,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 625627,
"expansion_capture_probability_post_event": 0.055,
"lease_rate_change_pct": -1.97,
"occupancy_shift": -0.016,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.41
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.93
},
{
"action": "activ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.536,
"capital_availability": 0.276,
"demand_pressure": 0.34,
"entitlement_friction": 0.672,
"labor_shortage": 0.867,
"portfolio_tightness": 0.507,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-106347",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:47:00Z",
"trace_id": "632778a3-f4a9-4ecc-a125-318b62edb54e"
} | {
"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": 8.5,
"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": 0.192,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.411,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.18,
"battery_mwh": 2.32,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-4E19B17326",
"grid_service_limit_mw": 17.53,
"gross_sqft": 560318,
"infill_site": false,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.552,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.676,
"cross_node_rebalancing_capacity_pct": 0.082,
"entitlement_friction": 0.669,
"nearby_nodes": 6,
"network_redundancy_score": 0.389,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 77.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 80.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 68.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"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_p... | {
"build_vs_buy_score": 2.19,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.7,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 0.76,
"rent_growth_90d_pct": 1.44,
"tenant_expansion_probability": 0.371
} | {
"annualized_noi_impact_usd": -68428,
"annualized_revenue_impact_usd": -95238,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 745259,
"expansion_capture_probability_post_event": 0.241,
"lease_rate_change_pct": -1.5,
"occupancy_shift": -0.015,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.8
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.85
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.348,
"capital_availability": 0.552,
"demand_pressure": 0.378,
"entitlement_friction": 0.669,
"labor_shortage": 1,
"portfolio_tightness": 0.52,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-106348",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T13:53:00Z",
"trace_id": "ddbbdc40-d8cc-43b4-ab19-df6e687d3d1f"
} | {
"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": "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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.139,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.349,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.59,
"battery_mwh": 10.06,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-66822150BB",
"grid_service_limit_mw": 15.46,
"gross_sqft": 160000,
"infill_site": false,
"lease_expiry_months": 40,
"oc... | {
"capital_availability": 0.363,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.354,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.907,
"nearby_nodes": 8,
"network_redundancy_score": 0.385,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 76.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.4,
"dock_utilization_pct": 82.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 47.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.31,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.9,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 1.22,
"rent_growth_90d_pct": 1.95,
"tenant_expansion_probability": 0.342
} | {
"annualized_noi_impact_usd": -50183,
"annualized_revenue_impact_usd": -67724,
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"decision_horizon_days": 45,
"estimated_capex_usd": 691868,
"expansion_capture_probability_post_event": 0.225,
"lease_rate_change_pct": -1.27,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 39.29
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.56
},
{
"action": "activate_temp_labor",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.698,
"capital_availability": 0.363,
"demand_pressure": 0.459,
"entitlement_friction": 0.907,
"labor_shortage": 0.959,
"portfolio_tightness": 0.623,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-106349",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:34:00Z",
"trace_id": "a9d9d81b-485d-49b1-87f2-6abc2e1c4099"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.3,
"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": 0.432,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.3,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.36,
"battery_mwh": 10.64,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 73,
"facility_id": "FAC-6643EE7697",
"grid_service_limit_mw": 7.82,
"gross_sqft": 731422,
"infill_site": false,
"lease_expiry_months": 42,
"occu... | {
"capital_availability": 0.303,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.577,
"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.849,
"nearby_nodes": 8,
"network_redundancy_score": 0.595,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 95.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.9,
"dock_utilization_pct": 88.7,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 25,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.865,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.55,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 3.82,
"rent_growth_90d_pct": 3.31,
"tenant_expansion_probability": 0.647
} | {
"annualized_noi_impact_usd": 58516,
"annualized_revenue_impact_usd": 80193,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 642273,
"expansion_capture_probability_post_event": 0.507,
"lease_rate_change_pct": 1.73,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 46.51
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.43
},
{
"action": "shift_overflow_to_satellite... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.303,
"demand_pressure": 0.748,
"entitlement_friction": 0.849,
"labor_shortage": 0.727,
"portfolio_tightness": 0.705,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-106350",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:39:00Z",
"trace_id": "e41411fa-e46a-42ed-a3ef-42abfc9b1984"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.003,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.319,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.23,
"battery_mwh": 6.15,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 127,
"facility_id": "FAC-C442B6B6BC",
"grid_service_limit_mw": 14.24,
"gross_sqft": 1272688,
"infill_site": true,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.59,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.578,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.352,
"nearby_nodes": 4,
"network_redundancy_score": 0.446,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 703011,... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37,
"dock_utilization_pct": 77.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.751,
"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": 1.92,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.2,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": -0.47,
"rent_growth_90d_pct": -0.89,
"tenant_expansion_probability": 0.1... | {
"annualized_noi_impact_usd": -301177,
"annualized_revenue_impact_usd": -442415,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 45,
"estimated_capex_usd": 588851,
"expansion_capture_probability_post_event": 0.022,
"lease_rate_change_pct": -3.88,
"occupancy_shift": -0.016,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.32
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.29
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.566,
"capital_availability": 0.59,
"demand_pressure": 0.244,
"entitlement_friction": 0.352,
"labor_shortage": 0.728,
"portfolio_tightness": 0.441,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-106351",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:33:00Z",
"trace_id": "a67c5f3a-3cd9-4efd-ab89-97be71cd3625"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.007,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.095,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.8,
"battery_mwh": 9.07,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-F3CD83D643",
"grid_service_limit_mw": 19.97,
"gross_sqft": 768791,
"infill_site": false,
"lease_expiry_months": 71,
"occu... | {
"capital_availability": 0.031,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.508,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.405,
"nearby_nodes": 3,
"network_redundancy_score": 0.688,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 128740... | [
{
"appointment_fill_pct": 91.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.9,
"dock_utilization_pct": 84.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.8,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 0.89,
"rent_growth_90d_pct": 0.4,
"tenant_expansion_probability": 0.176
} | {
"annualized_noi_impact_usd": -97331,
"annualized_revenue_impact_usd": -133502,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 388133,
"expansion_capture_probability_post_event": 0.097,
"lease_rate_change_pct": -2.49,
"occupancy_shift": 0.017,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.26
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.28
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.491,
"capital_availability": 0.031,
"demand_pressure": 0.594,
"entitlement_friction": 0.405,
"labor_shortage": 0.75,
"portfolio_tightness": 0.386,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-106352",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:07:00Z",
"trace_id": "150ef3b0-af85-4696-9dec-4917d118d2fe"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.386,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.353,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.52,
"battery_mwh": 10.67,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-9D726E5358",
"grid_service_limit_mw": 18.4,
"gross_sqft": 1023463,
"infill_site": true,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.468,
"cluster_utilization_pct": 0.876,
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"cross_node_rebalancing_capacity_pct": 0.134,
"entitlement_friction": 0.419,
"nearby_nodes": 8,
"network_redundancy_score": 0.418,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 86.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.09,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.7,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 1.85,
"rent_growth_90d_pct": 2.85,
"tenant_expansion_probability": 0.607
} | {
"annualized_noi_impact_usd": 61148,
"annualized_revenue_impact_usd": 96758,
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"estimated_capex_usd": 516400,
"expansion_capture_probability_post_event": 0.514,
"lease_rate_change_pct": 1.91,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.14
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.33
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.644,
"capital_availability": 0.468,
"demand_pressure": 0.677,
"entitlement_friction": 0.419,
"labor_shortage": 0.908,
"portfolio_tightness": 0.484,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.713,
"id": "FORGE-106353",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:40:00Z",
"trace_id": "a76e20e1-c255-4520-ac4c-b7b98442aa30"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.355,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.66,
"battery_mwh": 7.82,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 137,
"facility_id": "FAC-FD7F4073F5",
"grid_service_limit_mw": 21.7,
"gross_sqft": 1375903,
"infill_site": true,
"lease_expiry_months": 13,
"occ... | {
"capital_availability": 0.559,
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"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.338,
"nearby_nodes": 3,
"network_redundancy_score": 0.731,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 31.4,
"dock_utilization_pct": 84.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.673,
"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": 2.25,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 89.3,
"occupancy_90d": 0.926,
"rent_growth_30d_pct": 2.41,
"rent_growth_90d_pct": 4.12,
"tenant_expansion_probability": 0.579
} | {
"annualized_noi_impact_usd": 204077,
"annualized_revenue_impact_usd": 344840,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 413306,
"expansion_capture_probability_post_event": 0.551,
"lease_rate_change_pct": 2.96,
"occupancy_shift": 0.02,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.89
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.65
},
{
"action": "escal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.775,
"capital_availability": 0.559,
"demand_pressure": 0.611,
"entitlement_friction": 0.338,
"labor_shortage": 0.537,
"portfolio_tightness": 0.419,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-106354",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:22:00Z",
"trace_id": "62f41584-a9c3-4b95-bb7c-609b458ad08c"
} | {
"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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.389,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.277,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.63,
"battery_mwh": 2.31,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-4842DFCC5E",
"grid_service_limit_mw": 11.02,
"gross_sqft": 352499,
"infill_site": true,
"lease_expiry_months": 39,
... | {
"capital_availability": 0.351,
"cluster_utilization_pct": 0.906,
"competitive_pressure_score": 0.368,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.464,
"nearby_nodes": 3,
"network_redundancy_score": 0.462,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 90.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.1,
"dock_utilization_pct": 88.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 38.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 11.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.718,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.77,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.5,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 4.79,
"rent_growth_90d_pct": 3.53,
"tenant_expansion_probability": 0.747
} | {
"annualized_noi_impact_usd": 88319,
"annualized_revenue_impact_usd": 149634,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 405101,
"expansion_capture_probability_post_event": 0.709,
"lease_rate_change_pct": 2.7,
"occupancy_shift": 0.033,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.87
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.15
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.57,
"capital_availability": 0.351,
"demand_pressure": 0.764,
"entitlement_friction": 0.464,
"labor_shortage": 0.828,
"portfolio_tightness": 0.604,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-106355",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:07:00Z",
"trace_id": "6be5ece4-45c0-45ed-8814-efa95a57dc95"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.358,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.129,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.54,
"battery_mwh": 1.36,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-B63742D5BB",
"grid_service_limit_mw": 11.11,
"gross_sqft": 437915,
"infill_site": false,
"lease_expiry_months": 10,
"occ... | {
"capital_availability": 0.137,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.809,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.829,
"nearby_nodes": 4,
"network_redundancy_score": 0.693,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 76... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 86.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.1,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 2.93,
"rent_growth_90d_pct": 2.18,
"tenant_expansion_probability": 0.607
} | {
"annualized_noi_impact_usd": 28200,
"annualized_revenue_impact_usd": 44571,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 518104,
"expansion_capture_probability_post_event": 0.496,
"lease_rate_change_pct": 0.93,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.5
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.56
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.639,
"capital_availability": 0.137,
"demand_pressure": 0.607,
"entitlement_friction": 0.829,
"labor_shortage": 0.769,
"portfolio_tightness": 0.724,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-106356",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:46:00Z",
"trace_id": "dafa2609-875c-4a5e-9020-17beaf3799fb"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.278,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.363,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.19,
"battery_mwh": 11.87,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-75BD4B1F9C",
"grid_service_limit_mw": 16.39,
"gross_sqft": 938850,
"infill_site": false,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.471,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.475,
"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.467,
"nearby_nodes": 6,
"network_redundancy_score": 0.698,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 5... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 32.2,
"dock_utilization_pct": 83.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 61.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.69,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pres... | {
"build_vs_buy_score": 2.03,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.6,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 1.94,
"rent_growth_90d_pct": 4,
"tenant_expansion_probability": 0.548
} | {
"annualized_noi_impact_usd": 112576,
"annualized_revenue_impact_usd": 164618,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 482420,
"expansion_capture_probability_post_event": 0.498,
"lease_rate_change_pct": 2.1,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.33
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.14
},
{
"action": "deplo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.173,
"capital_availability": 0.471,
"demand_pressure": 0.564,
"entitlement_friction": 0.467,
"labor_shortage": 0.64,
"portfolio_tightness": 0.303,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-106357",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:14:00Z",
"trace_id": "8ea20498-cfda-402f-86cf-7b921432c719"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.13,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.26,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.22,
"battery_mwh": 3.77,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-3A8A4A5BB1",
"grid_service_limit_mw": 16.11,
"gross_sqft": 398677,
"infill_site": false,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.842,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.571,
"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.43,
"nearby_nodes": 7,
"network_redundancy_score": 0.838,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1643307... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 25.6,
"dock_utilization_pct": 80.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 64.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.637,
"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": 2.12,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.6,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 1.82,
"rent_growth_90d_pct": 0.58,
"tenant_expansion_probability": 0.374
} | {
"annualized_noi_impact_usd": -16048,
"annualized_revenue_impact_usd": -21803,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 565590,
"expansion_capture_probability_post_event": 0.334,
"lease_rate_change_pct": -1.24,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.54
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 26.6
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.698,
"capital_availability": 0.842,
"demand_pressure": 0.349,
"entitlement_friction": 0.43,
"labor_shortage": 0.439,
"portfolio_tightness": 0.509,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-106358",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:20:00Z",
"trace_id": "2ff2d374-383b-464d-a6e2-3457d7c44d7e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": 0.273,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.172,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.79,
"battery_mwh": 5.44,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-1E2B245886",
"grid_service_limit_mw": 19.67,
"gross_sqft": 387948,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.538,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.702,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.251,
"nearby_nodes": 6,
"network_redundancy_score": 0.856,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 92.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.1,
"dock_utilization_pct": 85,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 46.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"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": 1.7,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.4,
"occupancy_90d": 0.977,
"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 4.03,
"tenant_expansion_probability": 0.475
} | {
"annualized_noi_impact_usd": 10177,
"annualized_revenue_impact_usd": 14896,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.388,
"lease_rate_change_pct": 1.99,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.68
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.46
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.857,
"capital_availability": 0.538,
"demand_pressure": 0.597,
"entitlement_friction": 0.251,
"labor_shortage": 0.979,
"portfolio_tightness": 0.53,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-106359",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:56:00Z",
"trace_id": "c6d3f32e-b7fb-4967-9fb5-e0df1b4f2df8"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"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": 0.191,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.236,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.58,
"battery_mwh": 0.61,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-18EAEBCFB0",
"grid_service_limit_mw": 15.18,
"gross_sqft": 920702,
"infill_site": false,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.346,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.584,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.302,
"nearby_nodes": 3,
"network_redundancy_score": 0.502,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 553877... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"forecast_uncertainty_band": "contained",
"market_entry_score": 82.6,
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"rent_growth_30d_pct": 1.04,
"rent_growth_90d_pct": 1.98,
"tenant_expansion_probability": 0.381
} | {
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"estimated_capex_usd": 332016,
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"lease_rate_change_pct": 0.44,
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{
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.14
},
{
"action": "defer_noncritical_projects",
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"demand_pressure": 0.631,
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"labor_shortage": 0.725,
"portfolio_tightness": 0.431,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-106360",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:37:00Z",
"trace_id": "8855725f-8feb-4f3e-a082-c15f3156ac70"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.88,
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.153,
"seasonality": 0.74,
"service_... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-D8D3A492D9",
"grid_service_limit_mw": 13.46,
"gross_sqft": 486497,
"infill_site": false,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.083,
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"nearby_nodes": 4,
"network_redundancy_score": 0.803,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 27... | [
{
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"power_load_pct_of_service_limit": 51.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fi... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": -0.15,
"rent_growth_90d_pct": 0.62,
"tenant_expansion_probability": ... | {
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"expansion_capture_probability_post_event": 0.256,
"lease_rate_change_pct": -0.96,
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"service_penalty_risk... | {
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{
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.12
},
{
"action": "lock_power_capacity_reservation",
... | {
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"entitlement_friction": 0.395,
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"portfolio_tightness": 0.365,
"p... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-106361",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:33:00Z",
"trace_id": "92412212-705f-4ede-adf1-3a0840a762c4"
} | {
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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",
"role": "operations_lead"
},
... | {
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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": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.294,
"seasonality": 0.82,
"service_level_target... | {
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"building_class": "class_a",
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"gross_sqft": 301852,
"infill_site": false,
"lease_expiry_months": 31,
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"nearby_nodes": 6,
"network_redundancy_score": 0.614,
"portfolio_cluster": "phoenix_west_valley",
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{
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"service_commitment_risk_pct": 22.5,
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} | {
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{
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"score": 41.92
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.28
},
{
"action": "shift_overflow... | {
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"portfolio_tightness": 0.414,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.73,
"id": "FORGE-106362",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:48:00Z",
"trace_id": "265826bd-fcd8-40a5-a350-63d15c256af2"
} | {
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "standard",
"risk_of_churn": 0.162,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"grid_service_limit_mw": 25.37,
"gross_sqft": 1033625,
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... | {
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"portfolio_cluster": "chicago_joliet",
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{
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"power_load_pct_of_service_limit": 36.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.4,
"shift_fill_rate_p... | {
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"confidence_band": "moderate",
"forecast_pres... | {
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"rent_growth_30d_pct": 2.89,
"rent_growth_90d_pct": 4.7,
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} | {
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{
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"score": 30.27
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.09
},
{
"action": "monit... | {
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"labor_shortage": 0.484,
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-106363",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:52:00Z",
"trace_id": "eea16b82-bb65-43c3-825a-f81c46bf440b"
} | {
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.051,
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"service_le... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-9A308DDC42",
"grid_service_limit_mw": 26.32,
"gross_sqft": 1282362,
"infill_site": true,
"lease_expiry_months": 33,
... | {
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"network_redundancy_score": 0.721,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"power_load_pct_of_service_limit": 68.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.978,
"rent_growth_30d_pct": 1.27,
"rent_growth_90d_pct": -0.13,
"tenant_expansion_probability"... | {
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"service_penalty_risk_... | {
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{
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"score": 40.89
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.4
},
{
"... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.504,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.879,
"id": "FORGE-106364",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:20:00Z",
"trace_id": "ed9629b0-3b3a-4607-8f6a-e7edc46b8ac5"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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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": "100m_250m",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.37,
"seasonality": 0.49,
"service_level_target": ... | {
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"battery_mwh": 6.03,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
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"facility_id": "FAC-DA5B5C5D0D",
"grid_service_limit_mw": 12.31,
"gross_sqft": 685945,
"infill_site": true,
"lease_expiry_months": 66,
"... | {
"capital_availability": 0.216,
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"competitive_pressure_score": 0.453,
"cross_node_rebalancing_capacity_pct": 0.059,
"entitlement_friction": 0.428,
"nearby_nodes": 6,
"network_redundancy_score": 0.682,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 895... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 85.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.67,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.3,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 3.15,
"rent_growth_90d_pct": 2.27,
"tenant_expansion_probability": 0.583
} | {
"annualized_noi_impact_usd": 43522,
"annualized_revenue_impact_usd": 60813,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 673349,
"expansion_capture_probability_post_event": 0.478,
"lease_rate_change_pct": 1.11,
"occupancy_shift": -0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.7
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.38
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.216,
"demand_pressure": 0.595,
"entitlement_friction": 0.428,
"labor_shortage": 0.741,
"portfolio_tightness": 0.649,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-106365",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:45:00Z",
"trace_id": "c6e5ebd2-82be-49bf-b05b-7dc24e44e304"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.114,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.248,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.27,
"battery_mwh": 7.2,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 138,
"facility_id": "FAC-105976E934",
"grid_service_limit_mw": 23.74,
"gross_sqft": 1384921,
"infill_site": true,
"lease_expiry_months": 25,
"occ... | {
"capital_availability": 0.228,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.576,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.256,
"nearby_nodes": 3,
"network_redundancy_score": 0.484,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.8,
"dock_utilization_pct": 80.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.19,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 1,
"rent_growth_90d_pct": 0.72,
"tenant_expansion_probability": 0.298
} | {
"annualized_noi_impact_usd": -245914,
"annualized_revenue_impact_usd": -362922,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 60,
"estimated_capex_usd": 495229,
"expansion_capture_probability_post_event": 0.212,
"lease_rate_change_pct": -1.55,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.48
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.28
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.663,
"capital_availability": 0.228,
"demand_pressure": 0.354,
"entitlement_friction": 0.256,
"labor_shortage": 0.81,
"portfolio_tightness": 0.558,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-106366",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:38:00Z",
"trace_id": "ebccde21-6964-46e4-8b57-3c3d761660ba"
} | {
"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": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.335,
"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": 0.63,
"battery_mwh": 11.4,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 96,
"facility_id": "FAC-05D440C004",
"grid_service_limit_mw": 15.56,
"gross_sqft": 967312,
"infill_site": true,
"lease_expiry_months": 11,
"occup... | {
"capital_availability": 0.408,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.438,
"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.59,
"nearby_nodes": 7,
"network_redundancy_score": 0.559,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.9,
"dock_utilization_pct": 85,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 82.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.837,
"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": 2.37,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.5,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 1.83,
"rent_growth_90d_pct": 1.6,
"tenant_expansion_probability": 0.514
} | {
"annualized_noi_impact_usd": 9643,
"annualized_revenue_impact_usd": 13946,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 598831,
"expansion_capture_probability_post_event": 0.388,
"lease_rate_change_pct": -0.15,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.16
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.63
},
{
"action": "secure_pop_up_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.735,
"capital_availability": 0.408,
"demand_pressure": 0.582,
"entitlement_friction": 0.59,
"labor_shortage": 0.953,
"portfolio_tightness": 0.582,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-106367",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:55:00Z",
"trace_id": "ab23f199-1444-48a7-8d54-6838e4a69f39"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.156,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.201,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.36,
"battery_mwh": 5.64,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-E0AAF21543",
"grid_service_limit_mw": 7.64,
"gross_sqft": 1210951,
"infill_site": true,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.529,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.462,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.747,
"nearby_nodes": 7,
"network_redundancy_score": 0.869,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 752... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.4,
"dock_utilization_pct": 85.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.46,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.8,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 2.3,
"rent_growth_90d_pct": 2.07,
"tenant_expansion_probability": 0.392
} | {
"annualized_noi_impact_usd": -25661,
"annualized_revenue_impact_usd": -41648,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 483627,
"expansion_capture_probability_post_event": 0.288,
"lease_rate_change_pct": -0.82,
"occupancy_shift": 0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.85
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.61
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.487,
"capital_availability": 0.529,
"demand_pressure": 0.608,
"entitlement_friction": 0.747,
"labor_shortage": 0.994,
"portfolio_tightness": 0.604,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-106368",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T15:22:00Z",
"trace_id": "956d7eca-a8a8-4bb9-94ca-27513095889c"
} | {
"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": "demand_pressure",
"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": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.416,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.189,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.33,
"battery_mwh": 0.97,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-98E994DBD1",
"grid_service_limit_mw": 12.28,
"gross_sqft": 783306,
"infill_site": false,
"lease_expiry_months": 39,
... | {
"capital_availability": 0.576,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.424,
"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.862,
"nearby_nodes": 5,
"network_redundancy_score": 0.721,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 89... | [
{
"appointment_fill_pct": 94.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.3,
"dock_utilization_pct": 87.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 66.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.829,
"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": 2.29,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 71.9,
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"rent_growth_30d_pct": 2.89,
"rent_growth_90d_pct": 5.41,
"tenant_expansion_probability": 0.641
} | {
"annualized_noi_impact_usd": 151261,
"annualized_revenue_impact_usd": 203928,
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"expansion_capture_probability_post_event": 0.516,
"lease_rate_change_pct": 3.41,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.67
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.12
},
{
"action": "delay_spec_de... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.861,
"capital_availability": 0.576,
"demand_pressure": 0.675,
"entitlement_friction": 0.862,
"labor_shortage": 0.875,
"portfolio_tightness": 0.72,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-106369",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T14:15:00Z",
"trace_id": "247586ec-43d9-4368-a2bd-4c09e339f172"
} | {
"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.385,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.403,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.7,
"battery_mwh": 0.27,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-EA694BB090",
"grid_service_limit_mw": 20.87,
"gross_sqft": 1143450,
"infill_site": false,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.126,
"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.583,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.597,
"nearby_nodes": 7,
"network_redundancy_score": 0.795,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 915624,... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 84.9,
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"power_load_pct_of_service_limit": 64.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.8,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.899,
"rent_growth_30d_pct": 1.3,
"rent_growth_90d_pct": 0.52,
"tenant_expansion_probability... | {
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"decision_horizon_days": 45,
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"lease_rate_change_pct": -0.08,
"occupancy_shift": -0.001,
"service_penalty_risk_... | {
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{
"action": "offer_preemptive_expansion_term_sheet",
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"score": 41.9
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.1
},
{
"action": "secure_pop_up_... | {
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"demand_pressure": 0.606,
"entitlement_friction": 0.597,
"labor_shortage": 0.867,
"portfolio_tightness": 0.477,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-106370",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:25:00Z",
"trace_id": "a1eb5a53-6e0a-4668-98de-ffc90e3a12cc"
} | {
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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": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-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"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.291,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 10.15,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-F23EDA44FE",
"grid_service_limit_mw": 18.45,
"gross_sqft": 1097343,
"infill_site": false,
"lease_expiry_months": 8,... | {
"capital_availability": 0.634,
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"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.517,
"nearby_nodes": 5,
"network_redundancy_score": 0.64,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 19... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 68.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_rate_p... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"rent_growth_30d_pct": -0.1,
"rent_growth_90d_pct": -1.46,
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} | {
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"lease_rate_change_pct": -1.92,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 40.23
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.43
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.511,
"entitlement_friction": 0.517,
"labor_shortage": 0.793,
"portfolio_tightness": 0.337,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-106371",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:57:00Z",
"trace_id": "3e294054-d4c5-4a3b-be8f-cebe2462f1b0"
} | {
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.245,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.75,
"battery_mwh": 4.34,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-9FD6D38D05",
"grid_service_limit_mw": 9.52,
"gross_sqft": 374138,
"infill_site": true,
"lease_expiry_months": 67,
"... | {
"capital_availability": 0.028,
"cluster_utilization_pct": 0.901,
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"nearby_nodes": 7,
"network_redundancy_score": 0.544,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 84.8,
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"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_ra... | {
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"confidence_band": "high",
"forecast... | {
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"rent_growth_30d_pct": 2.48,
"rent_growth_90d_pct": 2.1,
"tenant_expansion_probability": 0.481
} | {
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"expansion_capture_probability_post_event": 0.378,
"lease_rate_change_pct": -0.01,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.25
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.58
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.028,
"demand_pressure": 0.556,
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"labor_shortage": 1,
"portfolio_tightness": 0.655,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-106372",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T18:20:00Z",
"trace_id": "6b0b8e9f-7b3c-404c-8f1b-014a158afe28"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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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": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.341,
"seasonality": 0.33,
"servic... | {
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"battery_mwh": 4.36,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-C68176BE2D",
"grid_service_limit_mw": 27.3,
"gross_sqft": 696048,
"infill_site": true,
"lease_expiry_months": 57,
"... | {
"capital_availability": 0.437,
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"nearby_nodes": 3,
"network_redundancy_score": 0.83,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 79.4,
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"dock_utilization_pct": 84,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 67.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.8,
"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": "high",
"forecast_... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.67,
"rent_growth_90d_pct": 3.97,
"tenant_expansion_probability": 0.568
} | {
"annualized_noi_impact_usd": 39471,
"annualized_revenue_impact_usd": 57653,
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"expansion_capture_probability_post_event": 0.48,
"lease_rate_change_pct": 3.15,
"occupancy_shift": -0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.35
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.85
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.437,
"demand_pressure": 0.547,
"entitlement_friction": 0.081,
"labor_shortage": 0.679,
"portfolio_tightness": 0.521,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-106373",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:10:00Z",
"trace_id": "39c4c39c-bfeb-4b31-9335-a049dbf7db54"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.211,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 9.31,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-C1FD683258",
"grid_service_limit_mw": 10.63,
"gross_sqft": 1105181,
"infill_site": true,
"lease_expiry_months": 49,
"oc... | {
"capital_availability": 0.734,
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"nearby_nodes": 4,
"network_redundancy_score": 0.391,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 80.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fil... | {
"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": 1.7,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.998,
"rent_growth_30d_pct": -0.47,
"rent_growth_90d_pct": -0.48,
"tenant_expansion_probabilit... | {
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"expansion_capture_probability_post_event": 0.098,
"lease_rate_change_pct": -3.24,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.85
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.02
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.427,
"entitlement_friction": 0.591,
"labor_shortage": 0.726,
"portfolio_tightness": 0.303,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-106374",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:08:00Z",
"trace_id": "3a77a34c-bc18-49fb-9b3b-b032493a24a5"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.178,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.361,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.21,
"battery_mwh": 5.29,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-C6EC42DEDF",
"grid_service_limit_mw": 10.77,
"gross_sqft": 631733,
"infill_site": true,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.53,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.683,
"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.715,
"nearby_nodes": 3,
"network_redundancy_score": 0.492,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 2064... | [
{
"appointment_fill_pct": 79.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 82.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 65.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.6,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 2.42,
"rent_growth_90d_pct": 3.36,
"tenant_expansion_probability": 0.41... | {
"annualized_noi_impact_usd": -98881,
"annualized_revenue_impact_usd": -143380,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 544102,
"expansion_capture_probability_post_event": 0.306,
"lease_rate_change_pct": 0.43,
"occupancy_shift": -0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.54
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.88
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.385,
"capital_availability": 0.53,
"demand_pressure": 0.427,
"entitlement_friction": 0.715,
"labor_shortage": 0.798,
"portfolio_tightness": 0.71,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-106375",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:29:00Z",
"trace_id": "6918547e-5a23-4175-8aa5-39d16e57546d"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": -0.015,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.31,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.39,
"battery_mwh": 7.68,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-53975247AC",
"grid_service_limit_mw": 23.6,
"gross_sqft": 936526,
"infill_site": true,
"lease_expiry_months": 14,
"... | {
"capital_availability": 0.357,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.597,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.283,
"nearby_nodes": 3,
"network_redundancy_score": 0.623,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 188552... | [
{
"appointment_fill_pct": 74.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.4,
"dock_utilization_pct": 79.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"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": 1.88,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.8,
"occupancy_90d": 0.872,
"rent_growth_30d_pct": -0.38,
"rent_growth_90d_pct": -1.71,
"tenant_expansion_probability": 0.13... | {
"annualized_noi_impact_usd": -307225,
"annualized_revenue_impact_usd": -414253,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 90,
"estimated_capex_usd": 460443,
"expansion_capture_probability_post_event": 0.05,
"lease_rate_change_pct": -4.35,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
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"score": 34.96
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.98
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.357,
"demand_pressure": 0.327,
"entitlement_friction": 0.283,
"labor_shortage": 0.839,
"portfolio_tightness": 0.4,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-106376",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:09:00Z",
"trace_id": "8438aceb-7e1b-4c14-a9be-195f632251ce"
} | {
"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": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.412,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.326,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.37,
"battery_mwh": 0.43,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 143,
"facility_id": "FAC-0B9C965611",
"grid_service_limit_mw": 9.66,
"gross_sqft": 1432948,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.662,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.27,
"cross_node_rebalancing_capacity_pct": 0.22,
"entitlement_friction": 0.422,
"nearby_nodes": 5,
"network_redundancy_score": 0.705,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 9382... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.5,
"dock_utilization_pct": 86.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.1,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.79,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
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"rent_growth_30d_pct": 4.88,
"rent_growth_90d_pct": 6.19,
"tenant_expansion_probability": 0.738
} | {
"annualized_noi_impact_usd": 540916,
"annualized_revenue_impact_usd": 919729,
"cap_rate_pressure_pct": 0.04,
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"estimated_capex_usd": 597308,
"expansion_capture_probability_post_event": 0.685,
"lease_rate_change_pct": 4.68,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 50.94
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 31.03
},
{
"action": "shi... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.662,
"demand_pressure": 0.643,
"entitlement_friction": 0.422,
"labor_shortage": 0.692,
"portfolio_tightness": 0.7,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-106377",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:06:00Z",
"trace_id": "fd97b762-a1bf-4c5b-a246-09d6897d6cbf"
} | {
"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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"growth_rate": 0.433,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.352,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.46,
"battery_mwh": 6.57,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-5C7F3F5F9A",
"grid_service_limit_mw": 15.98,
"gross_sqft": 1255098,
"infill_site": false,
"lease_expiry_months": 13,
"o... | {
"capital_availability": 0.563,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.535,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.591,
"nearby_nodes": 4,
"network_redundancy_score": 0.631,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 57.2,
"dock_utilization_pct": 89.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.8,
"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": 2.72,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.5,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 4.41,
"rent_growth_90d_pct": 4.06,
"tenant_expansion_probability": 0.701
} | {
"annualized_noi_impact_usd": 293818,
"annualized_revenue_impact_usd": 456685,
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"decision_horizon_days": 60,
"estimated_capex_usd": 683012,
"expansion_capture_probability_post_event": 0.581,
"lease_rate_change_pct": 2.51,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 47.47
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 44.26
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.563,
"demand_pressure": 0.796,
"entitlement_friction": 0.591,
"labor_shortage": 0.981,
"portfolio_tightness": 0.682,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-106378",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:37:00Z",
"trace_id": "543aa2c6-c67e-4ea7-b0dd-fc65393a3488"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.441,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.381,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.22,
"battery_mwh": 2.99,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-47DE8AF5F6",
"grid_service_limit_mw": 15.13,
"gross_sqft": 380605,
"infill_site": false,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.442,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.512,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.471,
"nearby_nodes": 2,
"network_redundancy_score": 0.593,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 557356,
... | [
{
"appointment_fill_pct": 94.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 92,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.6,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.754,
"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": 2.32,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 4.93,
"rent_growth_90d_pct": 7.44,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 38795,
"annualized_revenue_impact_usd": 65989,
"cap_rate_pressure_pct": 0.2,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.737,
"lease_rate_change_pct": 5.95,
"occupancy_shift": 0.014,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.06
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.08
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.172,
"capital_availability": 0.442,
"demand_pressure": 1,
"entitlement_friction": 0.471,
"labor_shortage": 0.747,
"portfolio_tightness": 0.404,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-106379",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:23:00Z",
"trace_id": "dd839b47-0b76-470f-9edf-91638cdcbbc2"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.156,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.485,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.36,
"battery_mwh": 3.77,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 107,
"facility_id": "FAC-24ABB5F3A2",
"grid_service_limit_mw": 21.51,
"gross_sqft": 1072568,
"infill_site": false,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.896,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.438,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.316,
"nearby_nodes": 6,
"network_redundancy_score": 0.651,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 77.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.1,
"dock_utilization_pct": 80.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.699,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.53,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 89.5,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 2.44,
"rent_growth_90d_pct": 4.61,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -32866,
"annualized_revenue_impact_usd": -43768,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 557392,
"expansion_capture_probability_post_event": 0.339,
"lease_rate_change_pct": 1.29,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.96
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.12
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.896,
"demand_pressure": 0.366,
"entitlement_friction": 0.316,
"labor_shortage": 0.715,
"portfolio_tightness": 0.504,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-106380",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:13:00Z",
"trace_id": "b039e380-443e-4e57-aff1-3bfd80353c64"
} | {
"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": 8.8,
"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": 0.267,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.339,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.29,
"battery_mwh": 3.89,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-31C6390845",
"grid_service_limit_mw": 9.24,
"gross_sqft": 682684,
"infill_site": false,
"lease_expiry_months": 67,
"occu... | {
"capital_availability": 0.293,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.651,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.586,
"nearby_nodes": 3,
"network_redundancy_score": 0.775,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 56.8,
"dock_utilization_pct": 90.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.83,
"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",
"forecas... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.5,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 3.99,
"rent_growth_90d_pct": 6.35,
"tenant_expansion_probability": 0.521
} | {
"annualized_noi_impact_usd": 105796,
"annualized_revenue_impact_usd": 136359,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 491458,
"expansion_capture_probability_post_event": 0.425,
"lease_rate_change_pct": 3.45,
"occupancy_shift": 0.015,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.58
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.42
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.293,
"demand_pressure": 0.822,
"entitlement_friction": 0.586,
"labor_shortage": 0.951,
"portfolio_tightness": 0.693,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.722,
"id": "FORGE-106381",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T18:28:00Z",
"trace_id": "a444756c-11ff-4548-9300-81f84f7db005"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.7,
"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": 0.095,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.362,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.8,
"battery_mwh": 11.24,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-2C9B9F6864",
"grid_service_limit_mw": 20.21,
"gross_sqft": 1192739,
"infill_site": false,
"lease_expiry_months": 32,... | {
"capital_availability": 0.271,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.391,
"cross_node_rebalancing_capacity_pct": 0.179,
"entitlement_friction": 0.098,
"nearby_nodes": 4,
"network_redundancy_score": 0.458,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35,
"dock_utilization_pct": 83.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 35,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.2,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.12,
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"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.7,
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"rent_growth_30d_pct": 3.11,
"rent_growth_90d_pct": 1.96,
"tenant_expansion_probability": 0.411... | {
"annualized_noi_impact_usd": 35030,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.407,
"lease_rate_change_pct": 0.05,
"occupancy_shift": 0.02,
"service_penalty_risk_usd... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.54
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 26.48
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.271,
"demand_pressure": 0.513,
"entitlement_friction": 0.098,
"labor_shortage": 0.704,
"portfolio_tightness": 0.5,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-106382",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:22:00Z",
"trace_id": "ddea5574-0844-4b95-b7c9-12ef479880dd"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.246,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 2.68,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 137,
"facility_id": "FAC-BD7B9B30DE",
"grid_service_limit_mw": 15.17,
"gross_sqft": 1370228,
"infill_site": false,
"lease_expiry_months": 33,... | {
"capital_availability": 0.418,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.625,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.531,
"nearby_nodes": 5,
"network_redundancy_score": 0.688,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 139236... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 31.3,
"dock_utilization_pct": 83.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 16.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.66,
"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": 2.1,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.8,
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"rent_growth_30d_pct": 2.61,
"rent_growth_90d_pct": 4.69,
"tenant_expansion_probability": 0.43
} | {
"annualized_noi_impact_usd": 151193,
"annualized_revenue_impact_usd": 209170,
"cap_rate_pressure_pct": -0.05,
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"estimated_capex_usd": 478550,
"expansion_capture_probability_post_event": 0.402,
"lease_rate_change_pct": 2.17,
"occupancy_shift": 0.023,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.99
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 25.64
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.418,
"demand_pressure": 0.545,
"entitlement_friction": 0.531,
"labor_shortage": 0.477,
"portfolio_tightness": 0.49,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-106383",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:53:00Z",
"trace_id": "05d02daf-bee9-4a42-b0e9-0bdf16539939"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.292,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.252,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.41,
"battery_mwh": 3.98,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-A98F5B59E6",
"grid_service_limit_mw": 16.06,
"gross_sqft": 609285,
"infill_site": false,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.242,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.32,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.343,
"nearby_nodes": 7,
"network_redundancy_score": 0.727,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.6,
"dock_utilization_pct": 88.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 49.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"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": 2.56,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.5,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 3.38,
"rent_growth_90d_pct": 2.19,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 60218,
"annualized_revenue_impact_usd": 82380,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 598838,
"expansion_capture_probability_post_event": 0.424,
"lease_rate_change_pct": 0.93,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.6
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.91
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.554,
"capital_availability": 0.242,
"demand_pressure": 0.762,
"entitlement_friction": 0.343,
"labor_shortage": 0.705,
"portfolio_tightness": 0.594,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.742,
"id": "FORGE-106384",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:12:00Z",
"trace_id": "918b212d-235a-4243-bd37-76b965ee2053"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.222,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.247,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.22,
"battery_mwh": 2.25,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-DAE13C0BE3",
"grid_service_limit_mw": 10.74,
"gross_sqft": 539138,
"infill_site": false,
"lease_expiry_months": 65,
"occ... | {
"capital_availability": 0.603,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.809,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.521,
"nearby_nodes": 8,
"network_redundancy_score": 0.584,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.7,
"dock_utilization_pct": 85.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 46.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.708,
"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": 2.76,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.52,
"rent_growth_90d_pct": 4.23,
"tenant_expansion_probability": 0.568
} | {
"annualized_noi_impact_usd": 61903,
"annualized_revenue_impact_usd": 85044,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 509612,
"expansion_capture_probability_post_event": 0.521,
"lease_rate_change_pct": 1.59,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.36
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.22
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.662,
"capital_availability": 0.603,
"demand_pressure": 0.59,
"entitlement_friction": 0.521,
"labor_shortage": 0.975,
"portfolio_tightness": 0.703,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-106385",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:10:00Z",
"trace_id": "01a6cf5e-5f50-4b07-bf14-49bceadcf331"
} | {
"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": "network_latency",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.149,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.09,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.27,
"battery_mwh": 8.32,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-CB54585AEF",
"grid_service_limit_mw": 12.73,
"gross_sqft": 365098,
"infill_site": true,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.059,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.276,
"cross_node_rebalancing_capacity_pct": 0.204,
"entitlement_friction": 0.713,
"nearby_nodes": 3,
"network_redundancy_score": 0.714,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 83.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.39,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 2.07,
"rent_growth_90d_pct": 1.23,
"tenant_expansion_probability": 0.358
} | {
"annualized_noi_impact_usd": -40021,
"annualized_revenue_impact_usd": -54993,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 510246,
"expansion_capture_probability_post_event": 0.256,
"lease_rate_change_pct": -1.22,
"occupancy_shift": 0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.16
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.8
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.778,
"capital_availability": 0.059,
"demand_pressure": 0.457,
"entitlement_friction": 0.713,
"labor_shortage": 0.739,
"portfolio_tightness": 0.715,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-106386",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:45:00Z",
"trace_id": "a01de2b7-7369-4e82-8660-3f95130561f1"
} | {
"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": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.329,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.326,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.39,
"battery_mwh": 7.01,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-209EB91B97",
"grid_service_limit_mw": 9.46,
"gross_sqft": 1025439,
"infill_site": false,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.683,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.55,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.41,
"nearby_nodes": 4,
"network_redundancy_score": 0.32,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 76504... | [
{
"appointment_fill_pct": 92.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 84.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 68.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.4,
"shift_fill_rate_pc... | {
"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": 2.72,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.5,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 2.92,
"rent_growth_90d_pct": 1.81,
"tenant_expansion_probability": 0.555
... | {
"annualized_noi_impact_usd": 16451,
"annualized_revenue_impact_usd": 24977,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 550009,
"expansion_capture_probability_post_event": 0.44,
"lease_rate_change_pct": 0.25,
"occupancy_shift": -0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.35
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.27
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.257,
"capital_availability": 0.683,
"demand_pressure": 0.555,
"entitlement_friction": 0.41,
"labor_shortage": 0.892,
"portfolio_tightness": 0.625,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.746,
"id": "FORGE-106387",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:42:00Z",
"trace_id": "423b532a-235c-437f-811a-36e20087dff1"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.043,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.14,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.23,
"battery_mwh": 2.22,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-E551DE0043",
"grid_service_limit_mw": 23.29,
"gross_sqft": 478243,
"infill_site": true,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.815,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.547,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.516,
"nearby_nodes": 2,
"network_redundancy_score": 0.472,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 31.6,
"dock_utilization_pct": 81.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.645,
"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": 2.29,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.9,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 1.53,
"rent_growth_90d_pct": 2.79,
"tenant_expansion_probability": 0.321
} | {
"annualized_noi_impact_usd": 11855,
"annualized_revenue_impact_usd": 15428,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 340526,
"expansion_capture_probability_post_event": 0.293,
"lease_rate_change_pct": -0.26,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.02
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.41
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.605,
"capital_availability": 0.815,
"demand_pressure": 0.418,
"entitlement_friction": 0.516,
"labor_shortage": 0.706,
"portfolio_tightness": 0.426,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-106388",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:22:00Z",
"trace_id": "48c9f50f-a7be-4bfc-8330-7ba34b0ca5b3"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.254,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.283,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.68,
"battery_mwh": 11.31,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-534151A858",
"grid_service_limit_mw": 14.64,
"gross_sqft": 1094342,
"infill_site": true,
"lease_expiry_months": 17,... | {
"capital_availability": 0.466,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.67,
"cross_node_rebalancing_capacity_pct": 0.072,
"entitlement_friction": 0.274,
"nearby_nodes": 7,
"network_redundancy_score": 0.663,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 49... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 83.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 63.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_ra... | {
"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": 1.68,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.1,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 0.61,
"rent_growth_90d_pct": 1.7,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -4750,
"annualized_revenue_impact_usd": -6254,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 528448,
"expansion_capture_probability_post_event": 0.339,
"lease_rate_change_pct": 0.1,
"occupancy_shift": 0.003,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.16
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.32
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.545,
"capital_availability": 0.466,
"demand_pressure": 0.557,
"entitlement_friction": 0.274,
"labor_shortage": 0.88,
"portfolio_tightness": 0.364,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-106389",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:32:00Z",
"trace_id": "af4f06c5-042b-4584-b7ee-c88d6f51d22b"
} | {
"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": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.116,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.439,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.38,
"battery_mwh": 8.97,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-DBAA7BEFAE",
"grid_service_limit_mw": 11.29,
"gross_sqft": 1341819,
"infill_site": false,
"lease_expiry_months": 53,... | {
"capital_availability": 0.29,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.514,
"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.685,
"nearby_nodes": 6,
"network_redundancy_score": 0.552,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.8,
"dock_utilization_pct": 80.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 64.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.745,
"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": 1.42,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.8,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": -0.82,
"rent_growth_90d_pct": 0.51,
"tenant_expansion_probability": 0.253
} | {
"annualized_noi_impact_usd": -164811,
"annualized_revenue_impact_usd": -271115,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 90,
"estimated_capex_usd": 533099,
"expansion_capture_probability_post_event": 0.154,
"lease_rate_change_pct": -1.87,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.44
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.92
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.779,
"capital_availability": 0.29,
"demand_pressure": 0.409,
"entitlement_friction": 0.685,
"labor_shortage": 0.679,
"portfolio_tightness": 0.381,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-106390",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:19:00Z",
"trace_id": "a259809d-3680-4aa3-ac2f-1024c5aed0fc"
} | {
"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": "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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.41,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.367,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.25,
"battery_mwh": 9.21,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-51DA913DC4",
"grid_service_limit_mw": 18.36,
"gross_sqft": 1149747,
"infill_site": true,
"lease_expiry_months": 40,
"oc... | {
"capital_availability": 0.453,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.679,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.236,
"nearby_nodes": 3,
"network_redundancy_score": 0.532,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 93.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.5,
"dock_utilization_pct": 86.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.1,
"shift_fi... | {
"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": "very_high",
"forecas... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.6,
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"rent_growth_30d_pct": 2.43,
"rent_growth_90d_pct": 1.63,
"tenant_expansion_probability": 0.631
} | {
"annualized_noi_impact_usd": 62089,
"annualized_revenue_impact_usd": 79939,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 407766,
"expansion_capture_probability_post_event": 0.543,
"lease_rate_change_pct": 1.38,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.19
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.33
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.453,
"demand_pressure": 0.678,
"entitlement_friction": 0.236,
"labor_shortage": 0.814,
"portfolio_tightness": 0.522,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-106391",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:33:00Z",
"trace_id": "1dd3c972-ccf3-47d2-a56c-73bc3c135c66"
} | {
"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": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.139,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.207,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.75,
"battery_mwh": 8.15,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-A13FD40E36",
"grid_service_limit_mw": 24.81,
"gross_sqft": 982991,
"infill_site": false,
"lease_expiry_months": 50,
"occ... | {
"capital_availability": 0.063,
"cluster_utilization_pct": 0.906,
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"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.297,
"nearby_nodes": 6,
"network_redundancy_score": 0.847,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 140402... | [
{
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"dock_utilization_pct": 78.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 65.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fill_rate_pc... | {
"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... | {
"build_vs_buy_score": 1.98,
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.924,
"rent_growth_30d_pct": -0.02,
"rent_growth_90d_pct": -0.92,
"tenant_expansion_probabil... | {
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"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.212,
"lease_rate_change_pct": -2.72,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.78
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 23.95
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.063,
"demand_pressure": 0.277,
"entitlement_friction": 0.297,
"labor_shortage": 0.804,
"portfolio_tightness": 0.462,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-106392",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:15:00Z",
"trace_id": "71d70a25-c601-4f63-97e4-6282ff474ba6"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.084,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.49,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.38,
"battery_mwh": 5.14,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-8978399636",
"grid_service_limit_mw": 19.73,
"gross_sqft": 711165,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.141,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.679,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.28,
"nearby_nodes": 2,
"network_redundancy_score": 0.878,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 80.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"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": 1.9,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.2,
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"rent_growth_30d_pct": 0.83,
"rent_growth_90d_pct": 3.2,
"tenant_expansion_probability": 0.277
} | {
"annualized_noi_impact_usd": -61154,
"annualized_revenue_impact_usd": -97292,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 387418,
"expansion_capture_probability_post_event": 0.193,
"lease_rate_change_pct": 0.1,
"occupancy_shift": -0.014,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.72
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 26.48
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.141,
"demand_pressure": 0.375,
"entitlement_friction": 0.28,
"labor_shortage": 0.824,
"portfolio_tightness": 0.486,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-106393",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:18:00Z",
"trace_id": "b251a1c9-2823-40b1-b7f5-ca394652f2a1"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.281,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.345,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.7,
"battery_mwh": 3.86,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-E78EA15FB9",
"grid_service_limit_mw": 7.19,
"gross_sqft": 1155430,
"infill_site": false,
"lease_expiry_months": 26,
"occ... | {
"capital_availability": 0.038,
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"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.624,
"nearby_nodes": 6,
"network_redundancy_score": 0.492,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 7724... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 85.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.8,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 2.82,
"rent_growth_90d_pct": 2.16,
"tenant_expansion_probability": 0.537
} | {
"annualized_noi_impact_usd": 109279,
"annualized_revenue_impact_usd": 158271,
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"decision_horizon_days": 60,
"estimated_capex_usd": 505776,
"expansion_capture_probability_post_event": 0.448,
"lease_rate_change_pct": 0.77,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.02
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.99
},
{
"action": "delay_spec_de... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.763,
"capital_availability": 0.038,
"demand_pressure": 0.572,
"entitlement_friction": 0.624,
"labor_shortage": 0.784,
"portfolio_tightness": 0.722,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-106394",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:18:00Z",
"trace_id": "216c7e15-5dd0-4850-b41e-47b4f03910ed"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.416,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.47,
"battery_mwh": 2.83,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-6CECDC173B",
"grid_service_limit_mw": 10.94,
"gross_sqft": 778514,
"infill_site": true,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.432,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.627,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.779,
"nearby_nodes": 6,
"network_redundancy_score": 0.349,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 86.9,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.924,
"rent_growth_30d_pct": 2.69,
"rent_growth_90d_pct": 1.86,
"tenant_expansion_probability": 0.277
} | {
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"decision_horizon_days": 90,
"estimated_capex_usd": 492039,
"expansion_capture_probability_post_event": 0.177,
"lease_rate_change_pct": -1.38,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
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{
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"reason": "service_continuity",
"score": 34.1
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.44
},
{
"action": "defer_noncritical_projects",
"rea... | {
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"demand_pressure": 0.675,
"entitlement_friction": 0.779,
"labor_shortage": 0.726,
"portfolio_tightness": 0.62,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-106395",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:48:00Z",
"trace_id": "249340aa-37ed-42f2-bd6e-8d75fc31f339"
} | {
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"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",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"risk_taxonomy": [
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.42,
"seasonality": 0.33,
"servi... | {
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"battery_mwh": 5.63,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-7295830180",
"grid_service_limit_mw": 21.05,
"gross_sqft": 1020477,
"infill_site": false,
"lease_expiry_months": 45,... | {
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"competitive_pressure_score": 0.715,
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"entitlement_friction": 0.512,
"nearby_nodes": 8,
"network_redundancy_score": 0.372,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 80.3,
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"power_load_pct_of_service_limit": 73.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6,
"shift_fill_... | {
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"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": 1.83,
"rent_growth_90d_pct": 2.17,
"tenant_expansion_probability": 0.408
} | {
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"expansion_capture_probability_post_event": 0.339,
"lease_rate_change_pct": -0.72,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
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{
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"reason": "power_relief,speed_over_permanence",
"score": 44.8
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 36.09
},
{
"action": "offer_preemptive_... | {
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"entitlement_friction": 0.512,
"labor_shortage": 0.78,
"portfolio_tightness": 0.432,
"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-106396",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:04:00Z",
"trace_id": "5a6ab594-7a66-4b71-8a33-5d63429e5c92"
} | {
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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"
} | {
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{
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},
{
"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.202,
"seasonality": 0.33,
"service_le... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-578A18720F",
"grid_service_limit_mw": 15.52,
"gross_sqft": 684147,
"infill_site": false,
"lease_expiry_months": 18,
"oc... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.689,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 102217... | [
{
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"power_load_pct_of_service_limit": 69.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.6,
"shift_fil... | {
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"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": -0.07,
"rent_growth_90d_pct": 0.39,
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} | {
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"expansion_capture_probability_post_event": 0.268,
"lease_rate_change_pct": -0.66,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
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{
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"score": 27.52
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 26.41
},
{
"action": "lock_power_capacity_reservati... | {
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"demand_pressure": 0.421,
"entitlement_friction": 0.093,
"labor_shortage": 0.551,
"portfolio_tightness": 0.355,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-106397",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:08:00Z",
"trace_id": "411fb086-6dbe-4a4f-a570-04eb89d4ac8d"
} | {
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"risk_taxonomy": [
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.126,
"seasonality": 0.74,
"service_le... | {
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"battery_mwh": 3.96,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-DD760E7D23",
"grid_service_limit_mw": 20.48,
"gross_sqft": 393307,
"infill_site": true,
"lease_expiry_months": 50,
... | {
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"competitive_pressure_score": 0.771,
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"nearby_nodes": 3,
"network_redundancy_score": 0.82,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 79.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.945,
"rent_growth_30d_pct": 0.63,
"rent_growth_90d_pct": 1.04,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": -153629,
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"expansion_capture_probability_post_event": 0.091,
"lease_rate_change_pct": -2.33,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.37
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.75
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-106398",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:28:00Z",
"trace_id": "a99df049-3791-4860-9e44-ba9b4925568f"
} | {
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"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"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": 0.38,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 4.88,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
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"facility_id": "FAC-C86C158294",
"grid_service_limit_mw": 10.41,
"gross_sqft": 286177,
"infill_site": false,
"lease_expiry_months": 16,
"... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.651,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 115... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 86.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 83,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.36,
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.879,
"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 1.75,
"tenant_expansion_probability": 0.... | {
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"lease_rate_change_pct": -1.32,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.62
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.46
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.33,
"demand_pressure": 0.652,
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"labor_shortage": 0.732,
"portfolio_tightness": 0.576,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-106399",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:15:00Z",
"trace_id": "54f1bf70-973a-443f-999d-30d00899ee42"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.01,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.409,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.48,
"battery_mwh": 4.88,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-988BB57F80",
"grid_service_limit_mw": 12.31,
"gross_sqft": 466438,
"infill_site": false,
"lease_expiry_months": 58,
"occ... | {
"capital_availability": 0.374,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.745,
"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.407,
"nearby_nodes": 8,
"network_redundancy_score": 0.582,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 83.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.9,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.2,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 1.85,
"rent_growth_90d_pct": 2.85,
"tenant_expansion_probability": 0.188
} | {
"annualized_noi_impact_usd": -76716,
"annualized_revenue_impact_usd": -98714,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 585799,
"expansion_capture_probability_post_event": 0.097,
"lease_rate_change_pct": -0.98,
"occupancy_shift": -0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.24
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.24
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.44,
"capital_availability": 0.374,
"demand_pressure": 0.486,
"entitlement_friction": 0.407,
"labor_shortage": 0.794,
"portfolio_tightness": 0.565,
"... |
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