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": 0.873,
"id": "FORGE-104400",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:06:00Z",
"trace_id": "613bbc06-cef7-4f81-971f-f373bbf3a4ec"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.393,
"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_le... | {
"automation_penetration": 0.19,
"battery_mwh": 0.7,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-7D7AB6B5E7",
"grid_service_limit_mw": 25.22,
"gross_sqft": 828351,
"infill_site": true,
"lease_expiry_months": 17,
"occup... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.397,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.55,
"nearby_nodes": 5,
"network_redundancy_score": 0.692,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1779519,
... | [
{
"appointment_fill_pct": 83.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53.6,
"dock_utilization_pct": 88.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.7,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 2.07,
"rent_growth_90d_pct": 2.66,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 112977,
"annualized_revenue_impact_usd": 184120,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 439754,
"expansion_capture_probability_post_event": 0.543,
"lease_rate_change_pct": 1.92,
"occupancy_shift": 0.019,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 42.45
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.22
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.445,
"capital_availability": 0.2,
"demand_pressure": 0.793,
"entitlement_friction": 0.55,
"labor_shortage": 0.857,
"portfolio_tightness": 0.424,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-104401",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:40:00Z",
"trace_id": "5c1b6050-88a8-468e-8507-562802ec5be9"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"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": 0.325,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.091,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.44,
"battery_mwh": 12.12,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-503401865B",
"grid_service_limit_mw": 8.76,
"gross_sqft": 948647,
"infill_site": true,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.122,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.746,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.723,
"nearby_nodes": 2,
"network_redundancy_score": 0.5,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 83.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"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": 2.41,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.4,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 1.45,
"rent_growth_90d_pct": 3.78,
"tenant_expansion_probability": 0.567
} | {
"annualized_noi_impact_usd": 142289,
"annualized_revenue_impact_usd": 220937,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 487641,
"expansion_capture_probability_post_event": 0.469,
"lease_rate_change_pct": 2.09,
"occupancy_shift": 0.014,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.13
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.95
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.521,
"capital_availability": 0.122,
"demand_pressure": 0.536,
"entitlement_friction": 0.723,
"labor_shortage": 0.84,
"portfolio_tightness": 0.546,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-104402",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:39:00Z",
"trace_id": "847b6137-1e6e-4811-aeec-b08876f22fad"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.076,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.158,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.72,
"battery_mwh": 0.84,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 42,
"facility_id": "FAC-9F7C47D39D",
"grid_service_limit_mw": 24.31,
"gross_sqft": 427594,
"infill_site": false,
"lease_expiry_months": 12,
"occu... | {
"capital_availability": 0.419,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.52,
"cross_node_rebalancing_capacity_pct": 0.072,
"entitlement_friction": 0.412,
"nearby_nodes": 2,
"network_redundancy_score": 0.657,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 77,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.3,
"dock_utilization_pct": 80.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 82.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forec... | {
"build_vs_buy_score": 2.21,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.8,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 0.37,
"rent_growth_90d_pct": 1.59,
"tenant_expansion_probability": 0.215... | {
"annualized_noi_impact_usd": -68670,
"annualized_revenue_impact_usd": -90788,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 502274,
"expansion_capture_probability_post_event": 0.108,
"lease_rate_change_pct": -1.57,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.96
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.82
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.347,
"capital_availability": 0.419,
"demand_pressure": 0.402,
"entitlement_friction": 0.412,
"labor_shortage": 0.718,
"portfolio_tightness": 0.417,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.875,
"id": "FORGE-104403",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T06:44:00Z",
"trace_id": "47a9cbcc-c8ae-4b2f-b711-68095b8adbda"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.326,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.282,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.57,
"battery_mwh": 7.57,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-B532F777CD",
"grid_service_limit_mw": 18.4,
"gross_sqft": 1172479,
"infill_site": false,
"lease_expiry_months": 57,
"oc... | {
"capital_availability": 0.898,
"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.551,
"cross_node_rebalancing_capacity_pct": 0.066,
"entitlement_friction": 0.61,
"nearby_nodes": 6,
"network_redundancy_score": 0.554,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 87,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.736,
"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": 2.28,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.6,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 4.59,
"rent_growth_90d_pct": 6.01,
"tenant_expansion_probability": 0.65
} | {
"annualized_noi_impact_usd": 180292,
"annualized_revenue_impact_usd": 309721,
"cap_rate_pressure_pct": 0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 542650,
"expansion_capture_probability_post_event": 0.583,
"lease_rate_change_pct": 3.48,
"occupancy_shift": 0.023,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 45.31
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.92
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.07,
"capital_availability": 0.898,
"demand_pressure": 0.695,
"entitlement_friction": 0.61,
"labor_shortage": 0.757,
"portfolio_tightness": 0.556,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-104404",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T06:16:00Z",
"trace_id": "af3b6007-2aa5-42d4-9ec4-a1d43481b7bd"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.405,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.201,
"seasonality": 0.82,
"service_level_ta... | {
"automation_penetration": 0.52,
"battery_mwh": 3.72,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-7EB9B01FF5",
"grid_service_limit_mw": 10.93,
"gross_sqft": 746014,
"infill_site": false,
"lease_expiry_months": 13,
"occ... | {
"capital_availability": 0.945,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.329,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.924,
"nearby_nodes": 3,
"network_redundancy_score": 0.573,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 89.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.1,
"dock_utilization_pct": 88,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 47.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.731,
"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": 2.89,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.4,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 5.33,
"rent_growth_90d_pct": 4.3,
"tenant_expansion_probability": 0.7... | {
"annualized_noi_impact_usd": 316300,
"annualized_revenue_impact_usd": 410609,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 613160,
"expansion_capture_probability_post_event": 0.723,
"lease_rate_change_pct": 2.74,
"occupancy_shift": 0.031,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.72
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 32.94
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.171,
"capital_availability": 0.945,
"demand_pressure": 0.708,
"entitlement_friction": 0.924,
"labor_shortage": 0.824,
"portfolio_tightness": 0.705,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-104405",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:26:00Z",
"trace_id": "b8210c49-d42b-4bcc-9ccb-257c7ecd92a3"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.362,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.282,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.55,
"battery_mwh": 1.6,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-4E09553304",
"grid_service_limit_mw": 19.19,
"gross_sqft": 1229875,
"infill_site": true,
"lease_expiry_months": 9,
"occu... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.555,
"cross_node_rebalancing_capacity_pct": 0.054,
"entitlement_friction": 0.572,
"nearby_nodes": 8,
"network_redundancy_score": 0.505,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 87.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"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": 2.06,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.5,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 2.39,
"rent_growth_90d_pct": 1.08,
"tenant_expansion_probability": 0.614
} | {
"annualized_noi_impact_usd": 157100,
"annualized_revenue_impact_usd": 220673,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 418456,
"expansion_capture_probability_post_event": 0.539,
"lease_rate_change_pct": 0.98,
"occupancy_shift": 0.015,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.99
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.5
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.691,
"capital_availability": 0,
"demand_pressure": 0.73,
"entitlement_friction": 0.572,
"labor_shortage": 0.661,
"portfolio_tightness": 0.55,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-104406",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:13:00Z",
"trace_id": "340d76f8-af8a-40ee-9fb8-363e1bd9b051"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.353,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.185,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.67,
"battery_mwh": 9.57,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-F8AF445F7F",
"grid_service_limit_mw": 11.72,
"gross_sqft": 1021557,
"infill_site": false,
"lease_expiry_months": 13,... | {
"capital_availability": 0.518,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.723,
"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.146,
"nearby_nodes": 3,
"network_redundancy_score": 0.832,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 88.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.722,
"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": 2.15,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.16,
"rent_growth_90d_pct": 3.01,
"tenant_expansion_probability": 0.665
} | {
"annualized_noi_impact_usd": 120036,
"annualized_revenue_impact_usd": 155862,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 30,
"estimated_capex_usd": 487456,
"expansion_capture_probability_post_event": 0.636,
"lease_rate_change_pct": 2.31,
"occupancy_shift": 0.002,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.01
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.5
},
{
"action": "secure... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.429,
"capital_availability": 0.518,
"demand_pressure": 0.797,
"entitlement_friction": 0.146,
"labor_shortage": 0.727,
"portfolio_tightness": 0.431,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-104407",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T04:54:00Z",
"trace_id": "f245e3dc-caa4-4f2b-ae1e-4f5deaedf18c"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.176,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.82,
"battery_mwh": 10.61,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 68,
"facility_id": "FAC-0640CD42A2",
"grid_service_limit_mw": 16.43,
"gross_sqft": 687861,
"infill_site": false,
"lease_expiry_months": 8,
"occu... | {
"capital_availability": 0.184,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.563,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.086,
"nearby_nodes": 4,
"network_redundancy_score": 0.348,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 89.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 81.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 83.6,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 25.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"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": 1.96,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.8,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 1.41,
"rent_growth_90d_pct": 1.45,
"tenant_expansion_probability": 0.32... | {
"annualized_noi_impact_usd": -65791,
"annualized_revenue_impact_usd": -90583,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 493432,
"expansion_capture_probability_post_event": 0.232,
"lease_rate_change_pct": -0.59,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.3
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.76
},
{
"action": "sh... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.432,
"capital_availability": 0.184,
"demand_pressure": 0.436,
"entitlement_friction": 0.086,
"labor_shortage": 0.662,
"portfolio_tightness": 0.492,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-104408",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T06:30:00Z",
"trace_id": "2540d105-9e55-49e6-8f52-9f2a22baa58b"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"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": 0.133,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.327,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.38,
"battery_mwh": 11.99,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 128,
"facility_id": "FAC-4D25FC2EE2",
"grid_service_limit_mw": 23.75,
"gross_sqft": 1282427,
"infill_site": false,
"lease_expiry_months": 62,
"... | {
"capital_availability": 0.575,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.336,
"cross_node_rebalancing_capacity_pct": 0.216,
"entitlement_friction": 0.482,
"nearby_nodes": 2,
"network_redundancy_score": 0.609,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 189589... | [
{
"appointment_fill_pct": 91.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 84.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"foreca... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.2,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 0.87,
"rent_growth_90d_pct": -0.32,
"tenant_expansion_probability": 0.312
} | {
"annualized_noi_impact_usd": -147467,
"annualized_revenue_impact_usd": -237674,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 45,
"estimated_capex_usd": 476021,
"expansion_capture_probability_post_event": 0.22,
"lease_rate_change_pct": -2.39,
"occupancy_shift": 0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.81
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.87
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.519,
"capital_availability": 0.575,
"demand_pressure": 0.587,
"entitlement_friction": 0.482,
"labor_shortage": 0.843,
"portfolio_tightness": 0.405,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-104409",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T05:25:00Z",
"trace_id": "1ffb8432-10fc-4b8f-84c9-16822b66a886"
} | {
"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,
"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": 0.231,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.472,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.54,
"battery_mwh": 2.82,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-368028CC89",
"grid_service_limit_mw": 11.45,
"gross_sqft": 460963,
"infill_site": false,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.277,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.417,
"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.591,
"nearby_nodes": 7,
"network_redundancy_score": 0.446,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.4,
"dock_utilization_pct": 83.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.64,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74,
"occupancy_90d": 0.881,
"rent_growth_30d_pct": 2.7,
"rent_growth_90d_pct": 2.63,
"tenant_expansion_probability": 0.492
} | {
"annualized_noi_impact_usd": -30356,
"annualized_revenue_impact_usd": -39913,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 610285,
"expansion_capture_probability_post_event": 0.396,
"lease_rate_change_pct": 0.56,
"occupancy_shift": -0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.07
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.57
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.277,
"demand_pressure": 0.463,
"entitlement_friction": 0.591,
"labor_shortage": 0.814,
"portfolio_tightness": 0.703,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-104410",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:38:00Z",
"trace_id": "301fab5a-5098-4992-af25-0c1025c94541"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"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": 0.081,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.167,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 10.22,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 54,
"facility_id": "FAC-BD9BC49F72",
"grid_service_limit_mw": 24.22,
"gross_sqft": 541645,
"infill_site": true,
"lease_expiry_months": 50,
"occu... | {
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"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.457,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.587,
"nearby_nodes": 4,
"network_redundancy_score": 0.325,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 78.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 83,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.8,
"shift_fill_r... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.4,
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"rent_growth_30d_pct": -0.86,
"rent_growth_90d_pct": -0.26,
"tenant_expansion_probability": 0.181
} | {
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"annualized_revenue_impact_usd": -131962,
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"estimated_capex_usd": 493772,
"expansion_capture_probability_post_event": 0.072,
"lease_rate_change_pct": -2.85,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 29.71
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 27.95
},
{
"action": "escalate_utility_inte... | {
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"entitlement_friction": 0.587,
"labor_shortage": 0.582,
"portfolio_tightness": 0.442,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-104411",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T05:23:00Z",
"trace_id": "8ae9f4c6-4906-4556-8016-875f65359abf"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.313,
"seasonality": 0.82,
"service_level_target": 0... | {
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"battery_mwh": 11.51,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-929DEFA43E",
"grid_service_limit_mw": 12.15,
"gross_sqft": 219968,
"infill_site": false,
"lease_expiry_months": 9,
... | {
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"competitive_pressure_score": 0.722,
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"nearby_nodes": 6,
"network_redundancy_score": 0.385,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 14599... | [
{
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"dock_utilization_pct": 81.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.6,
"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": "moderate",
"forecast_pres... | {
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"rent_growth_30d_pct": -0.32,
"rent_growth_90d_pct": 1.23,
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} | {
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"lease_rate_change_pct": -1.52,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
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"score": 38.23
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.3
},
{
"action": "activate_temp_labor",
"reason": "... | {
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"demand_pressure": 0.464,
"entitlement_friction": 0.5,
"labor_shortage": 0.793,
"portfolio_tightness": 0.315,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-104412",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:06:00Z",
"trace_id": "4c0da8b1-2973-419d-8175-1595f383c033"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.422,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 4.02,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-B7298FA17A",
"grid_service_limit_mw": 18.54,
"gross_sqft": 994072,
"infill_site": false,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.375,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.329,
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"nearby_nodes": 5,
"network_redundancy_score": 0.709,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 335505,... | [
{
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"bus_id": "YARD_CTRL",
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"power_load_pct_of_service_limit": 59.9,
"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": "very_high",
"forecast_... | {
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.916,
"rent_growth_30d_pct": 1.08,
"rent_growth_90d_pct": 2.17,
"tenant_expansion_probability"... | {
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"lease_rate_change_pct": 0.37,
"occupancy_shift": -0.003,
"service_penalty_risk_... | {
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{
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"score": 33.84
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.05
},
{
"action": "defer_noncritic... | {
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"demand_pressure": 0.662,
"entitlement_friction": 0.316,
"labor_shortage": 0.569,
"portfolio_tightness": 0.425,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-104413",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T05:25:00Z",
"trace_id": "23e20854-df16-4b7a-a3a9-e0f0c26f1d58"
} | {
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"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.152,
"seasonality": 0.49,
"service_level_targe... | {
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"battery_mwh": 2.01,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 119,
"facility_id": "FAC-49B6A04DD5",
"grid_service_limit_mw": 15.49,
"gross_sqft": 1199785,
"infill_site": false,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.806,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.438,
"cross_node_rebalancing_capacity_pct": 0.095,
"entitlement_friction": 0.555,
"nearby_nodes": 6,
"network_redundancy_score": 0.416,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 85.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 90.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 9.9,
"shift_fi... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 80.8,
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"rent_growth_30d_pct": 4.36,
"rent_growth_90d_pct": 3.41,
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} | {
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"expansion_capture_probability_post_event": 0.559,
"lease_rate_change_pct": 1.51,
"occupancy_shift": 0.022,
"service_penalty_risk_... | {
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{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 65.81
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.14
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.806,
"demand_pressure": 0.594,
"entitlement_friction": 0.555,
"labor_shortage": 0.732,
"portfolio_tightness": 0.628,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-104414",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T07:15:00Z",
"trace_id": "ffc8d085-c72c-4ea5-a444-cba4849fa0f8"
} | {
"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": [
{
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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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.345,
"seasonality": 0.74,
"service... | {
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"battery_mwh": 3.39,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-ECA8455BAB",
"grid_service_limit_mw": 18.67,
"gross_sqft": 723448,
"infill_site": false,
"lease_expiry_months": 70,
"occ... | {
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"cluster_utilization_pct": 0.941,
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"entitlement_friction": 0.316,
"nearby_nodes": 6,
"network_redundancy_score": 0.597,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 92.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.4,
"dock_utilization_pct": 86,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"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": 2.08,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.973,
"rent_growth_30d_pct": 2.18,
"rent_growth_90d_pct": 3.77,
"tenant_expansion_probability": 0.39... | {
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"lease_rate_change_pct": 1.45,
"occupancy_shift": 0.006,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.71
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.2
},
{
"action": "defer_noncritica... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.831,
"capital_availability": 0,
"demand_pressure": 0.64,
"entitlement_friction": 0.316,
"labor_shortage": 0.799,
"portfolio_tightness": 0.565,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-104415",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T07:39:00Z",
"trace_id": "684e4e58-c3cd-4e13-905e-4f21f1a83588"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.112,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.234,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.49,
"battery_mwh": 12.07,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-F7F06DCC7A",
"grid_service_limit_mw": 9.55,
"gross_sqft": 949429,
"infill_site": false,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.727,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.759,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.423,
"nearby_nodes": 8,
"network_redundancy_score": 0.756,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.2,
"dock_utilization_pct": 83.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"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": 2.55,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.4,
"occupancy_90d": 0.996,
"rent_growth_30d_pct": 2.02,
"rent_growth_90d_pct": 4.02,
"tenant_expansion_probability": 0.338
} | {
"annualized_noi_impact_usd": -45268,
"annualized_revenue_impact_usd": -75881,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 480021,
"expansion_capture_probability_post_event": 0.249,
"lease_rate_change_pct": 0.7,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.23
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.37
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.528,
"capital_availability": 0.727,
"demand_pressure": 0.498,
"entitlement_friction": 0.423,
"labor_shortage": 0.958,
"portfolio_tightness": 0.597,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-104416",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T04:59:00Z",
"trace_id": "8b726c21-4c36-44d7-8405-5c191f21f1e3"
} | {
"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": "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": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.196,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.112,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.3,
"battery_mwh": 11.97,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-7620762F68",
"grid_service_limit_mw": 18.95,
"gross_sqft": 1027194,
"infill_site": false,
"lease_expiry_months": 8,
... | {
"capital_availability": 0.123,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.621,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.644,
"nearby_nodes": 6,
"network_redundancy_score": 0.706,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.8,
"dock_utilization_pct": 82.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"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": 1.43,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.2,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": -0.38,
"rent_growth_90d_pct": -1.73,
"tenant_expansion_probability": 0.35
... | {
"annualized_noi_impact_usd": -64319,
"annualized_revenue_impact_usd": -110235,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 45,
"estimated_capex_usd": 522251,
"expansion_capture_probability_post_event": 0.254,
"lease_rate_change_pct": -2.89,
"occupancy_shift": 0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.84
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.69
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.793,
"capital_availability": 0.123,
"demand_pressure": 0.486,
"entitlement_friction": 0.644,
"labor_shortage": 0.709,
"portfolio_tightness": 0.384,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-104417",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:00:00Z",
"trace_id": "d981ea31-e531-4a47-af73-e75a79c23b9f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.426,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.345,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.64,
"battery_mwh": 3.39,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-7DFD541733",
"grid_service_limit_mw": 16.43,
"gross_sqft": 898600,
"infill_site": false,
"lease_expiry_months": 54,
"occ... | {
"capital_availability": 0.108,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.466,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.081,
"nearby_nodes": 3,
"network_redundancy_score": 0.703,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 89.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 57.7,
"dock_utilization_pct": 92.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.856,
"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": 1.98,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.8,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 4.35,
"rent_growth_90d_pct": 4.91,
"tenant_expansion_probability": 0.679
} | {
"annualized_noi_impact_usd": 162374,
"annualized_revenue_impact_usd": 265572,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 443029,
"expansion_capture_probability_post_event": 0.604,
"lease_rate_change_pct": 4.16,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 50.9
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.29
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.424,
"capital_availability": 0.108,
"demand_pressure": 1,
"entitlement_friction": 0.081,
"labor_shortage": 0.85,
"portfolio_tightness": 0.505,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-104418",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:30:00Z",
"trace_id": "4d8c7e2a-9c12-4b71-8ffd-b469e4b81db5"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.246,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.117,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.25,
"battery_mwh": 2.6,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 146,
"facility_id": "FAC-FA09A61382",
"grid_service_limit_mw": 18.56,
"gross_sqft": 1463121,
"infill_site": true,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.971,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.267,
"cross_node_rebalancing_capacity_pct": 0.209,
"entitlement_friction": 0.178,
"nearby_nodes": 5,
"network_redundancy_score": 0.544,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.1,
"dock_utilization_pct": 82,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 91.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.72,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 2.11,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.9,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 3.2,
"tenant_expansion_probability": 0.47
} | {
"annualized_noi_impact_usd": 103674,
"annualized_revenue_impact_usd": 160009,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 670810,
"expansion_capture_probability_post_event": 0.407,
"lease_rate_change_pct": 0.93,
"occupancy_shift": 0.019,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 70.08
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 45.5
},
{
"action": "offer_preemptive_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.226,
"capital_availability": 0.971,
"demand_pressure": 0.491,
"entitlement_friction": 0.178,
"labor_shortage": 0.714,
"portfolio_tightness": 0.326,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-104419",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:21:00Z",
"trace_id": "6b643f27-a2bd-4a88-815f-ab136e30e574"
} | {
"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": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.026,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.11,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.33,
"battery_mwh": 11.4,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-765FE44416",
"grid_service_limit_mw": 25.29,
"gross_sqft": 435373,
"infill_site": false,
"lease_expiry_months": 67,
"occ... | {
"capital_availability": 0.32,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.377,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.227,
"nearby_nodes": 2,
"network_redundancy_score": 0.438,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 75.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.8,
"dock_utilization_pct": 80.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 46.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill... | {
"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": "moderate",
"foreca... | {
"build_vs_buy_score": 2.29,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.2,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 1.25,
"rent_growth_90d_pct": 3.56,
"tenant_expansion_probability": 0.225
} | {
"annualized_noi_impact_usd": -19659,
"annualized_revenue_impact_usd": -31046,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 536492,
"expansion_capture_probability_post_event": 0.147,
"lease_rate_change_pct": 0.07,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.03
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.77
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.509,
"capital_availability": 0.32,
"demand_pressure": 0.337,
"entitlement_friction": 0.227,
"labor_shortage": 0.804,
"portfolio_tightness": 0.568,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-104420",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:08:00Z",
"trace_id": "204e0789-b484-4184-974a-7c6c64329917"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.249,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.134,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.46,
"battery_mwh": 3.95,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-2C2BB0732E",
"grid_service_limit_mw": 13.82,
"gross_sqft": 984743,
"infill_site": true,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.736,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.271,
"cross_node_rebalancing_capacity_pct": 0.204,
"entitlement_friction": 0.491,
"nearby_nodes": 8,
"network_redundancy_score": 0.55,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1881477... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.4,
"dock_utilization_pct": 84.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"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": 2.04,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.1,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 1.44,
"rent_growth_90d_pct": 2,
"tenant_expansion_probability": 0.464
} | {
"annualized_noi_impact_usd": 12527,
"annualized_revenue_impact_usd": 19192,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 453716,
"expansion_capture_probability_post_event": 0.367,
"lease_rate_change_pct": 0.17,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.42
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.5
},
{
"action": "offer_preempti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.736,
"demand_pressure": 0.575,
"entitlement_friction": 0.491,
"labor_shortage": 0.85,
"portfolio_tightness": 0.439,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-104421",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:29:00Z",
"trace_id": "2176ff58-e807-49bf-997b-1f8a475184d9"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"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": 0.167,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.14,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.37,
"battery_mwh": 8.73,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-B605C2AA81",
"grid_service_limit_mw": 14.41,
"gross_sqft": 581695,
"infill_site": false,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.381,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.773,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.355,
"nearby_nodes": 7,
"network_redundancy_score": 0.711,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 86.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 1.54,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.03,
"rent_growth_90d_pct": 0.78,
"tenant_expansion_probability": 0.309
} | {
"annualized_noi_impact_usd": -58858,
"annualized_revenue_impact_usd": -88895,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 478693,
"expansion_capture_probability_post_event": 0.225,
"lease_rate_change_pct": -0.98,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.4
},
{
"action": "defer_noncriti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.381,
"demand_pressure": 0.716,
"entitlement_friction": 0.355,
"labor_shortage": 0.639,
"portfolio_tightness": 0.366,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-104422",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T06:34:00Z",
"trace_id": "5310bc05-8512-454a-80b2-913f2110b5bc"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "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": "500m_1b",
"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": "standard",
"risk_of_churn": 0.295,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.71,
"battery_mwh": 12.15,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-BC10256565",
"grid_service_limit_mw": 15.16,
"gross_sqft": 1024787,
"infill_site": false,
"lease_expiry_months": 72,
"... | {
"capital_availability": 0.296,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.791,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.584,
"nearby_nodes": 4,
"network_redundancy_score": 0.46,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 86.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.19,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.49,
"rent_growth_90d_pct": 2.01,
"tenant_expansion_probability": 0.565
} | {
"annualized_noi_impact_usd": 61999,
"annualized_revenue_impact_usd": 80371,
"cap_rate_pressure_pct": -0.06,
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"expansion_capture_probability_post_event": 0.46,
"lease_rate_change_pct": 1.03,
"occupancy_shift": 0.004,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.1
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.07
},
{
"action": "secure... | {
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"friction_profile": {
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"capital_availability": 0.296,
"demand_pressure": 0.688,
"entitlement_friction": 0.584,
"labor_shortage": 0.634,
"portfolio_tightness": 0.547,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.75,
"id": "FORGE-104423",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:30:00Z",
"trace_id": "1b7bb2c4-69c4-4c54-b2d8-2d6c2eb2e305"
} | {
"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": 8.4,
"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": -0.032,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.212,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.65,
"battery_mwh": 0.5,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-7060D88ED0",
"grid_service_limit_mw": 8.29,
"gross_sqft": 600467,
"infill_site": true,
"lease_expiry_months": 63,
"occupa... | {
"capital_availability": 0.18,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.724,
"cross_node_rebalancing_capacity_pct": 0.109,
"entitlement_friction": 0.74,
"nearby_nodes": 7,
"network_redundancy_score": 0.529,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 94.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.9,
"dock_utilization_pct": 87.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.26,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.3,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 2.28,
"rent_growth_90d_pct": 4.8,
"tenant_expansion_probability": 0.169
} | {
"annualized_noi_impact_usd": -60341,
"annualized_revenue_impact_usd": -102612,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 580685,
"expansion_capture_probability_post_event": 0.069,
"lease_rate_change_pct": 0.24,
"occupancy_shift": 0.014,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.94
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.27
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.877,
"capital_availability": 0.18,
"demand_pressure": 0.704,
"entitlement_friction": 0.74,
"labor_shortage": 0.776,
"portfolio_tightness": 0.609,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-104424",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T08:40:00Z",
"trace_id": "6c6a11ab-cca5-4ee6-9370-8fe7407e573d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.305,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.195,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.26,
"battery_mwh": 9.58,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-D7B2F31A78",
"grid_service_limit_mw": 10.69,
"gross_sqft": 818054,
"infill_site": true,
"lease_expiry_months": 34,
"occu... | {
"capital_availability": 0.774,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.405,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.648,
"nearby_nodes": 7,
"network_redundancy_score": 0.646,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 81.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 66,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.63,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.1,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": -0.13,
"rent_growth_90d_pct": 1.95,
"tenant_expansion_probability": 0.481
} | {
"annualized_noi_impact_usd": 2592,
"annualized_revenue_impact_usd": 3541,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 509411,
"expansion_capture_probability_post_event": 0.372,
"lease_rate_change_pct": 0.38,
"occupancy_shift": 0.002,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.63
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.91
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.387,
"capital_availability": 0.774,
"demand_pressure": 0.478,
"entitlement_friction": 0.648,
"labor_shortage": 0.782,
"portfolio_tightness": 0.35,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-104425",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:58:00Z",
"trace_id": "991a8dbd-038a-46c8-b138-d8d0a45fe643"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.139,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.213,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.23,
"battery_mwh": 7.05,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 145,
"facility_id": "FAC-D6606B635D",
"grid_service_limit_mw": 6.83,
"gross_sqft": 1456300,
"infill_site": true,
"lease_expiry_months": 8,
... | {
"capital_availability": 0.985,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.529,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.368,
"nearby_nodes": 5,
"network_redundancy_score": 0.497,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 925... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 32.3,
"dock_utilization_pct": 80.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.667,
"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": 3,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.8,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 3.29,
"rent_growth_90d_pct": 4.31,
"tenant_expansion_probability": 0.432
} | {
"annualized_noi_impact_usd": 147146,
"annualized_revenue_impact_usd": 191573,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 673738,
"expansion_capture_probability_post_event": 0.383,
"lease_rate_change_pct": 1.3,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.77
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.96
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.17,
"capital_availability": 0.985,
"demand_pressure": 0.369,
"entitlement_friction": 0.368,
"labor_shortage": 0.593,
"portfolio_tightness": 0.579,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-104426",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T06:58:00Z",
"trace_id": "77925b7f-b78e-4d61-9206-b70d36d87ef9"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.018,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.04,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.49,
"battery_mwh": 1.64,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-7606D44245",
"grid_service_limit_mw": 23.57,
"gross_sqft": 702154,
"infill_site": false,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.366,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.756,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.298,
"nearby_nodes": 7,
"network_redundancy_score": 0.341,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 210286... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.9,
"dock_utilization_pct": 77.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.733,
"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": 2.13,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.7,
"occupancy_90d": 0.882,
"rent_growth_30d_pct": 0.11,
"rent_growth_90d_pct": 1.05,
"tenant_expansion_probability": 0.164
} | {
"annualized_noi_impact_usd": -104686,
"annualized_revenue_impact_usd": -173865,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 552680,
"expansion_capture_probability_post_event": 0.077,
"lease_rate_change_pct": -2.06,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.87
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.46
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.223,
"capital_availability": 0.366,
"demand_pressure": 0.241,
"entitlement_friction": 0.298,
"labor_shortage": 0.638,
"portfolio_tightness": 0.447,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-104427",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:57:00Z",
"trace_id": "5ac3d191-6988-4827-9196-af7800f158cd"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"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": 0.353,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.032,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.48,
"battery_mwh": 2.49,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-F82A058276",
"grid_service_limit_mw": 21.42,
"gross_sqft": 613287,
"infill_site": true,
"lease_expiry_months": 61,
"occu... | {
"capital_availability": 0.322,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.766,
"cross_node_rebalancing_capacity_pct": 0.196,
"entitlement_friction": 0.259,
"nearby_nodes": 6,
"network_redundancy_score": 0.859,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.9,
"dock_utilization_pct": 86.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.4,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 2.13,
"rent_growth_90d_pct": 1.86,
"tenant_expansion_probability": 0.583
} | {
"annualized_noi_impact_usd": 70617,
"annualized_revenue_impact_usd": 107111,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 536254,
"expansion_capture_probability_post_event": 0.504,
"lease_rate_change_pct": 1.2,
"occupancy_shift": 0.024,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 54.78
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.91
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.722,
"capital_availability": 0.322,
"demand_pressure": 0.677,
"entitlement_friction": 0.259,
"labor_shortage": 0.912,
"portfolio_tightness": 0.509,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.742,
"id": "FORGE-104428",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:32:00Z",
"trace_id": "1c0a957d-7696-439a-a733-64d5cd40d6b6"
} | {
"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": 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": 0.262,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.385,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.44,
"battery_mwh": 7.48,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 30,
"facility_id": "FAC-5AED359F43",
"grid_service_limit_mw": 12.95,
"gross_sqft": 304524,
"infill_site": true,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.172,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.276,
"cross_node_rebalancing_capacity_pct": 0.074,
"entitlement_friction": 0.213,
"nearby_nodes": 2,
"network_redundancy_score": 0.815,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 191396... | [
{
"appointment_fill_pct": 83,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.5,
"dock_utilization_pct": 85,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.8,
"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": 0.754,
"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": 1.83,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.3,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 1.16,
"rent_growth_90d_pct": -0.22,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 846,
"annualized_revenue_impact_usd": 1254,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 400811,
"expansion_capture_probability_post_event": 0.39,
"lease_rate_change_pct": -0.43,
"occupancy_shift": 0.004,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.63
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.77
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.805,
"capital_availability": 0.172,
"demand_pressure": 0.627,
"entitlement_friction": 0.213,
"labor_shortage": 0.582,
"portfolio_tightness": 0.425,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.869,
"id": "FORGE-104429",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:42:00Z",
"trace_id": "e7b8f24d-4625-4e0d-82e3-887cc8ac7cf8"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.107,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.462,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.43,
"battery_mwh": 4.7,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 63,
"facility_id": "FAC-C7FA0357FF",
"grid_service_limit_mw": 9.24,
"gross_sqft": 633924,
"infill_site": true,
"lease_expiry_months": 22,
"oc... | {
"capital_availability": 0.42,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.597,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.765,
"nearby_nodes": 2,
"network_redundancy_score": 0.402,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.1,
"dock_utilization_pct": 82.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.835,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.36,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.1,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 1.43,
"rent_growth_90d_pct": 3.29,
"tenant_expansion_probability": 0.236
} | {
"annualized_noi_impact_usd": -289056,
"annualized_revenue_impact_usd": -401629,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 90,
"estimated_capex_usd": 741754,
"expansion_capture_probability_post_event": 0.086,
"lease_rate_change_pct": -1.24,
"occupancy_shift": -0.019,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.88
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.33
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.748,
"capital_availability": 0.42,
"demand_pressure": 0.421,
"entitlement_friction": 0.765,
"labor_shortage": 0.994,
"portfolio_tightness": 0.662,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-104430",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:50:00Z",
"trace_id": "cd08cafa-8052-4c12-a5be-903cbea387e3"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.5,
"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": 0.391,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.214,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.55,
"battery_mwh": 12.49,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 89,
"facility_id": "FAC-DB862BB5B2",
"grid_service_limit_mw": 16.98,
"gross_sqft": 890126,
"infill_site": true,
"lease_expiry_months": 15,
"occu... | {
"capital_availability": 0.549,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.256,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.541,
"nearby_nodes": 5,
"network_redundancy_score": 0.772,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 112566... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.2,
"dock_utilization_pct": 87.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.883,
"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": 1.96,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.7,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 2.28,
"rent_growth_90d_pct": 1.67,
"tenant_expansion_probability": 0.552
} | {
"annualized_noi_impact_usd": -13396,
"annualized_revenue_impact_usd": -18752,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 655884,
"expansion_capture_probability_post_event": 0.417,
"lease_rate_change_pct": 0.17,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.02
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.92
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.431,
"capital_availability": 0.549,
"demand_pressure": 0.728,
"entitlement_friction": 0.541,
"labor_shortage": 0.877,
"portfolio_tightness": 0.486,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-104431",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:47:00Z",
"trace_id": "84fe194c-af12-43e4-b89a-45efd7bb25d8"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.237,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.215,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.34,
"battery_mwh": 10.41,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 47,
"facility_id": "FAC-1186C57E00",
"grid_service_limit_mw": 14.64,
"gross_sqft": 471464,
"infill_site": true,
"lease_expiry_months": 46,
"occu... | {
"capital_availability": 0.425,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.496,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.55,
"nearby_nodes": 7,
"network_redundancy_score": 0.718,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 76.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.7,
"dock_utilization_pct": 82.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.8,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 2.16,
"rent_growth_90d_pct": 2.62,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -58170,
"annualized_revenue_impact_usd": -89268,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 746654,
"expansion_capture_probability_post_event": 0.288,
"lease_rate_change_pct": -0.26,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.32
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.09
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.699,
"capital_availability": 0.425,
"demand_pressure": 0.44,
"entitlement_friction": 0.55,
"labor_shortage": 0.978,
"portfolio_tightness": 0.7,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-104432",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:58:00Z",
"trace_id": "555d4b27-d62f-4180-b94f-7b342fba7d34"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"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": 0.004,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.367,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.43,
"battery_mwh": 9.04,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 42,
"facility_id": "FAC-A9D46842E8",
"grid_service_limit_mw": 17.48,
"gross_sqft": 424224,
"infill_site": false,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.66,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.34,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.583,
"nearby_nodes": 7,
"network_redundancy_score": 0.611,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8180... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 79.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.2,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 25.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 1.74,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.6,
"occupancy_90d": 0.865,
"rent_growth_30d_pct": -0.25,
"rent_growth_90d_pct": -0.81,
"tenant_expansion_probability": 0.1... | {
"annualized_noi_impact_usd": -152714,
"annualized_revenue_impact_usd": -208082,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 45,
"estimated_capex_usd": 692734,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.65,
"occupancy_shift": -0.018,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.11
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.52
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.29,
"capital_availability": 0.66,
"demand_pressure": 0.335,
"entitlement_friction": 0.583,
"labor_shortage": 0.84,
"portfolio_tightness": 0.397,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-104433",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T06:44:00Z",
"trace_id": "661824af-a697-4806-8fb9-3dcd88a31558"
} | {
"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": "labor_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": 0.196,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.329,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.55,
"battery_mwh": 2.21,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-BB910AB154",
"grid_service_limit_mw": 10.55,
"gross_sqft": 702602,
"infill_site": false,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.708,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.769,
"cross_node_rebalancing_capacity_pct": 0.071,
"entitlement_friction": 0.736,
"nearby_nodes": 4,
"network_redundancy_score": 0.794,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 90.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.8,
"dock_utilization_pct": 83.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.5,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.3,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 1.34,
"tenant_expansion_probability": 0.415
} | {
"annualized_noi_impact_usd": -117953,
"annualized_revenue_impact_usd": -202713,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 524241,
"expansion_capture_probability_post_event": 0.3,
"lease_rate_change_pct": -1.2,
"occupancy_shift": -0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.35
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.05
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.466,
"capital_availability": 0.708,
"demand_pressure": 0.515,
"entitlement_friction": 0.736,
"labor_shortage": 0.931,
"portfolio_tightness": 0.625,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-104434",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T06:55:00Z",
"trace_id": "7054dd89-8508-49ba-b039-eb3944288a53"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.269,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.099,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.8,
"battery_mwh": 0.83,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-F8375CEF34",
"grid_service_limit_mw": 11.01,
"gross_sqft": 938548,
"infill_site": false,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.777,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.506,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.468,
"nearby_nodes": 4,
"network_redundancy_score": 0.479,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.7,
"dock_utilization_pct": 85.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 61.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.729,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.88,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.31,
"rent_growth_90d_pct": 3.9,
"tenant_expansion_probability": 0.583
} | {
"annualized_noi_impact_usd": 199538,
"annualized_revenue_impact_usd": 257605,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 673155,
"expansion_capture_probability_post_event": 0.517,
"lease_rate_change_pct": 1.34,
"occupancy_shift": 0.016,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.34
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.96
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.777,
"demand_pressure": 0.582,
"entitlement_friction": 0.468,
"labor_shortage": 0.947,
"portfolio_tightness": 0.623,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.755,
"id": "FORGE-104435",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T06:29:00Z",
"trace_id": "ede3c329-27f0-4e19-bf67-2b791fba543b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.072,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.168,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.18,
"battery_mwh": 9.38,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 141,
"facility_id": "FAC-6352EDAFD3",
"grid_service_limit_mw": 16.06,
"gross_sqft": 1412832,
"infill_site": true,
"lease_expiry_months": 52,
"oc... | {
"capital_availability": 0.547,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.687,
"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.384,
"nearby_nodes": 5,
"network_redundancy_score": 0.806,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 81.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 46.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"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": "high",
"forecast... | {
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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": 0.967,
"rent_growth_30d_pct": -0.73,
"rent_growth_90d_pct": -0.69,
"tenant_expansion_probabili... | {
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"annualized_revenue_impact_usd": -294182,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.117,
"lease_rate_change_pct": -3.24,
"occupancy_shift": 0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.03
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.36
},
{
"action": "rebalance_carri... | {
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"capital_availability": 0.547,
"demand_pressure": 0.453,
"entitlement_friction": 0.384,
"labor_shortage": 0.957,
"portfolio_tightness": 0.302,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-104436",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:56:00Z",
"trace_id": "a141eed2-173b-4792-83e8-33f2bf17ea04"
} | {
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"environment": "production_portfolio",
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"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": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.095,
"seasonality": 0.33,
"servic... | {
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"battery_mwh": 5.01,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-583596A167",
"grid_service_limit_mw": 9.2,
"gross_sqft": 1090771,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.532,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.6,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.479,
"nearby_nodes": 6,
"network_redundancy_score": 0.853,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 9435... | [
{
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"dock_utilization_pct": 79.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 63.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pres... | {
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.96,
"rent_growth_30d_pct": 2.71,
"rent_growth_90d_pct": 2.58,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": -68421,
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"expansion_capture_probability_post_event": 0.291,
"lease_rate_change_pct": -1.02,
"occupancy_shift": 0.015,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.58
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.27
},
{
"action": "rebalance_carrier_mix",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.532,
"demand_pressure": 0.277,
"entitlement_friction": 0.479,
"labor_shortage": 0.88,
"portfolio_tightness": 0.645,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.737,
"id": "FORGE-104437",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T08:03:00Z",
"trace_id": "6e07d5c2-2469-46f1-b050-5913f917c43b"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.263,
"seasonality": 0.74,
"service_level... | {
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"battery_mwh": 0.82,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-383DD2FFDB",
"grid_service_limit_mw": 11.49,
"gross_sqft": 1276093,
"infill_site": true,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.665,
"cluster_utilization_pct": 0.873,
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"nearby_nodes": 2,
"network_redundancy_score": 0.407,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 10... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 87.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 33.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.701,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 5.1,
"rent_growth_90d_pct": 4.87,
"tenant_expansion_probability": 0.38
} | {
"annualized_noi_impact_usd": 228995,
"annualized_revenue_impact_usd": 326133,
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"expansion_capture_probability_post_event": 0.35,
"lease_rate_change_pct": 1.17,
"occupancy_shift": 0.031,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.37
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.66
},
{
"action": "activate_temp_labor",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.665,
"demand_pressure": 0.703,
"entitlement_friction": 0.305,
"labor_shortage": 0.88,
"portfolio_tightness": 0.663,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-104438",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:47:00Z",
"trace_id": "ad82769a-6944-40ae-a9e9-9776d4557bc6"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"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": "100m_250m",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.063,
"seasonality": 0.49,
"service_level_ta... | {
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"battery_mwh": 7.78,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
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"facility_id": "FAC-E9D5CF4648",
"grid_service_limit_mw": 16.19,
"gross_sqft": 471525,
"infill_site": false,
"lease_expiry_months": 69,
... | {
"capital_availability": 0.808,
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"nearby_nodes": 8,
"network_redundancy_score": 0.36,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1076627... | [
{
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"dock_utilization_pct": 81,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.1,
"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_press... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 2.39,
"rent_growth_90d_pct": 2.17,
"tenant_expansion_probability": 0.304
} | {
"annualized_noi_impact_usd": -19864,
"annualized_revenue_impact_usd": -30390,
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"expansion_capture_probability_post_event": 0.241,
"lease_rate_change_pct": -1.14,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
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{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.72
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.16
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.808,
"demand_pressure": 0.416,
"entitlement_friction": 0.208,
"labor_shortage": 0.717,
"portfolio_tightness": 0.423,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-104439",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:14:00Z",
"trace_id": "46e96a5f-1304-4c15-a459-60b9c3838633"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.033,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.41,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.8,
"battery_mwh": 8.18,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 114,
"facility_id": "FAC-33E739190D",
"grid_service_limit_mw": 23.4,
"gross_sqft": 1145067,
"infill_site": true,
"lease_expiry_months": 15,
"... | {
"capital_availability": 0.352,
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"entitlement_friction": 0.48,
"nearby_nodes": 3,
"network_redundancy_score": 0.522,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 77.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.2,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.2,
"occupancy_90d": 0.871,
"rent_growth_30d_pct": -0.47,
"rent_growth_90d_pct": -0.24,
"tenant_expansion_probability": 0.14... | {
"annualized_noi_impact_usd": -449377,
"annualized_revenue_impact_usd": -632824,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 678417,
"expansion_capture_probability_post_event": 0.021,
"lease_rate_change_pct": -3.72,
"occupancy_shift": -0.024,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 42.06
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.55
},
{
"action": "lock_power_capacity_reser... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.329,
"capital_availability": 0.352,
"demand_pressure": 0.236,
"entitlement_friction": 0.48,
"labor_shortage": 0.812,
"portfolio_tightness": 0.424,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-104440",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:20:00Z",
"trace_id": "093ce730-8de2-4835-babc-e6174a019e14"
} | {
"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": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.341,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.154,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.35,
"battery_mwh": 7.46,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-BFD9C04F5C",
"grid_service_limit_mw": 10.4,
"gross_sqft": 1174663,
"infill_site": false,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.13,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.264,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.76,
"nearby_nodes": 5,
"network_redundancy_score": 0.823,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 3033... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 83.1,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 70.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.838,
"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": 2.37,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.7,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 1.25,
"rent_growth_90d_pct": 3.53,
"tenant_expansion_probability": 0.515
} | {
"annualized_noi_impact_usd": 32989,
"annualized_revenue_impact_usd": 52227,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 770157,
"expansion_capture_probability_post_event": 0.373,
"lease_rate_change_pct": 0.96,
"occupancy_shift": 0.001,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.63
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.79
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.13,
"demand_pressure": 0.486,
"entitlement_friction": 0.76,
"labor_shortage": 1,
"portfolio_tightness": 0.571,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-104441",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:13:00Z",
"trace_id": "03da5ea9-1f70-4fc7-8868-64f0a58b2892"
} | {
"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": "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": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.134,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.344,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.28,
"battery_mwh": 5.23,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 65,
"facility_id": "FAC-F840ABEF45",
"grid_service_limit_mw": 18.93,
"gross_sqft": 651814,
"infill_site": false,
"lease_expiry_months": 17,
"occu... | {
"capital_availability": 0.571,
"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.649,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.156,
"nearby_nodes": 2,
"network_redundancy_score": 0.417,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 74.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.4,
"dock_utilization_pct": 80.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 86.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.3,
"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": "moderate",
"forecast_pressu... | {
"build_vs_buy_score": 1.86,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.1,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 0.59,
"rent_growth_90d_pct": 3.16,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -124964,
"annualized_revenue_impact_usd": -210998,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 658603,
"expansion_capture_probability_post_event": 0.141,
"lease_rate_change_pct": 0.1,
"occupancy_shift": -0.014,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.11
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.91
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.363,
"capital_availability": 0.571,
"demand_pressure": 0.392,
"entitlement_friction": 0.156,
"labor_shortage": 0.651,
"portfolio_tightness": 0.416,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-104442",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:20:00Z",
"trace_id": "b358f86b-991c-40b3-82e7-2f7fac2090c6"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.234,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.261,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.28,
"battery_mwh": 2.14,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-CB667D56CB",
"grid_service_limit_mw": 14.58,
"gross_sqft": 1255855,
"infill_site": false,
"lease_expiry_months": 58,
"o... | {
"capital_availability": 0.53,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.628,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.673,
"nearby_nodes": 5,
"network_redundancy_score": 0.861,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 83... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 82.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"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": 1.65,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.9,
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"rent_growth_30d_pct": 0.27,
"rent_growth_90d_pct": 0.12,
"tenant_expansion_probability": 0.432
} | {
"annualized_noi_impact_usd": -16501,
"annualized_revenue_impact_usd": -24836,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 511836,
"expansion_capture_probability_post_event": 0.341,
"lease_rate_change_pct": -1.05,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.48
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.35
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.363,
"capital_availability": 0.53,
"demand_pressure": 0.519,
"entitlement_friction": 0.673,
"labor_shortage": 0.647,
"portfolio_tightness": 0.374,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-104443",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T06:04:00Z",
"trace_id": "db4dc558-6a3c-4948-9545-b420fc538d35"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"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": 0.1,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.108,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.54,
"battery_mwh": 5.88,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-C57B971416",
"grid_service_limit_mw": 23.62,
"gross_sqft": 571227,
"infill_site": true,
"lease_expiry_months": 38,
"occu... | {
"capital_availability": 0.274,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.729,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.197,
"nearby_nodes": 8,
"network_redundancy_score": 0.381,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 188715... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 80.6,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 69.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.5,
"occupancy_90d": 0.891,
"rent_growth_30d_pct": 0.47,
"rent_growth_90d_pct": 0.56,
"tenant_expansion_probability": 0.231
} | {
"annualized_noi_impact_usd": -87386,
"annualized_revenue_impact_usd": -125907,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 565417,
"expansion_capture_probability_post_event": 0.129,
"lease_rate_change_pct": -2.08,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.3
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.17
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.392,
"capital_availability": 0.274,
"demand_pressure": 0.401,
"entitlement_friction": 0.197,
"labor_shortage": 0.754,
"portfolio_tightness": 0.407,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-104444",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:48:00Z",
"trace_id": "9f77158a-33b1-4513-b93a-7a8e071b62a0"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "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": 0.013,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.26,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.48,
"battery_mwh": 8.57,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-6DFFBEDB9D",
"grid_service_limit_mw": 19.27,
"gross_sqft": 691349,
"infill_site": false,
"lease_expiry_months": 37,
... | {
"capital_availability": 0.085,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.555,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.485,
"nearby_nodes": 5,
"network_redundancy_score": 0.819,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 77.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.5,
"dock_utilization_pct": 84.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.6,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 1.62,
"rent_growth_90d_pct": 2.2,
"tenant_expansion_probability": 0.22
} | {
"annualized_noi_impact_usd": -34973,
"annualized_revenue_impact_usd": -56118,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 404778,
"expansion_capture_probability_post_event": 0.135,
"lease_rate_change_pct": -1.38,
"occupancy_shift": 0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.62
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.27
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.419,
"capital_availability": 0.085,
"demand_pressure": 0.572,
"entitlement_friction": 0.485,
"labor_shortage": 0.92,
"portfolio_tightness": 0.491,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-104445",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:17:00Z",
"trace_id": "0d37ce13-81a1-4b74-954f-66659bf8d4bd"
} | {
"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": 7.7,
"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": 0.076,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.239,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.6,
"battery_mwh": 1.32,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-0686BFE29C",
"grid_service_limit_mw": 23.96,
"gross_sqft": 963206,
"infill_site": false,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.166,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.636,
"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.218,
"nearby_nodes": 2,
"network_redundancy_score": 0.743,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.2,
"dock_utilization_pct": 77.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.743,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.07,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.3,
"occupancy_90d": 0.879,
"rent_growth_30d_pct": -0.46,
"rent_growth_90d_pct": -0.89,
"tenant_expansion_probability": 0.2... | {
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"annualized_revenue_impact_usd": -221994,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 60,
"estimated_capex_usd": 468844,
"expansion_capture_probability_post_event": 0.131,
"lease_rate_change_pct": -3.17,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.53
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.14
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.789,
"capital_availability": 0.166,
"demand_pressure": 0.239,
"entitlement_friction": 0.218,
"labor_shortage": 0.87,
"portfolio_tightness": 0.464,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-104446",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:32:00Z",
"trace_id": "5bc2458b-a498-44da-a693-9813e1c360bb"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"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": 0.179,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.275,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.71,
"battery_mwh": 8.93,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 55,
"facility_id": "FAC-EA635489A8",
"grid_service_limit_mw": 18.05,
"gross_sqft": 555454,
"infill_site": false,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.408,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.641,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.42,
"nearby_nodes": 3,
"network_redundancy_score": 0.742,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 83.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.22,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.7,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 1.86,
"rent_growth_90d_pct": 2.71,
"tenant_expansion_probability": 0.316
} | {
"annualized_noi_impact_usd": -56912,
"annualized_revenue_impact_usd": -77644,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 703710,
"expansion_capture_probability_post_event": 0.192,
"lease_rate_change_pct": -0.33,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.03
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 37.44
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.492,
"capital_availability": 0.408,
"demand_pressure": 0.533,
"entitlement_friction": 0.42,
"labor_shortage": 0.737,
"portfolio_tightness": 0.548,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.728,
"id": "FORGE-104447",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:13:00Z",
"trace_id": "9c9f05eb-3280-4b02-9a14-419ddd9d2235"
} | {
"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": 7.4,
"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": 0.226,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.323,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.4,
"battery_mwh": 0.12,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 138,
"facility_id": "FAC-60D902AD58",
"grid_service_limit_mw": 10.26,
"gross_sqft": 1380143,
"infill_site": false,
"lease_expiry_months": 45,
... | {
"capital_availability": 0.668,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.723,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.098,
"nearby_nodes": 5,
"network_redundancy_score": 0.765,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 29.5,
"dock_utilization_pct": 82.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.678,
"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": 1.9,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.5,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 1.58,
"rent_growth_90d_pct": 1.32,
"tenant_expansion_probability": 0.438
} | {
"annualized_noi_impact_usd": 24579,
"annualized_revenue_impact_usd": 40845,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 444602,
"expansion_capture_probability_post_event": 0.401,
"lease_rate_change_pct": 0.08,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.84
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.5
},
{
"action": "rebalance_carrier_mi... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.666,
"capital_availability": 0.668,
"demand_pressure": 0.506,
"entitlement_friction": 0.098,
"labor_shortage": 0.521,
"portfolio_tightness": 0.325,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-104448",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:09:00Z",
"trace_id": "e0f849fa-934c-4bc6-abab-78d6b51ea6bc"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.032,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.138,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.3,
"battery_mwh": 5.57,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-16D54081FE",
"grid_service_limit_mw": 20.51,
"gross_sqft": 462894,
"infill_site": true,
"lease_expiry_months": 30,
"occup... | {
"capital_availability": 0.662,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.309,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.247,
"nearby_nodes": 8,
"network_redundancy_score": 0.799,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 30.7,
"dock_utilization_pct": 80.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.5,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.649,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.19,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.5,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 2.23,
"rent_growth_90d_pct": 2.81,
"tenant_expansion_probability": 0.298
} | {
"annualized_noi_impact_usd": -6870,
"annualized_revenue_impact_usd": -11072,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 470659,
"expansion_capture_probability_post_event": 0.266,
"lease_rate_change_pct": -0.31,
"occupancy_shift": 0.018,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.29
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 22.15
},
{
"action": "depl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.33,
"capital_availability": 0.662,
"demand_pressure": 0.362,
"entitlement_friction": 0.247,
"labor_shortage": 0.599,
"portfolio_tightness": 0.46,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-104449",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:00:00Z",
"trace_id": "9a2d260d-f752-4a3a-8317-51b4e299040b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"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": 0.247,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.443,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.52,
"battery_mwh": 6.93,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-2DAF7E1EE3",
"grid_service_limit_mw": 21.63,
"gross_sqft": 1112005,
"infill_site": false,
"lease_expiry_months": 19,
"o... | {
"capital_availability": 0.001,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.492,
"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.588,
"nearby_nodes": 4,
"network_redundancy_score": 0.685,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 81.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 71.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"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": 1.98,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.3,
"occupancy_90d": 0.887,
"rent_growth_30d_pct": 0.53,
"rent_growth_90d_pct": 1.51,
"tenant_expansion_probability": 0.376
} | {
"annualized_noi_impact_usd": -136206,
"annualized_revenue_impact_usd": -222348,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 747756,
"expansion_capture_probability_post_event": 0.254,
"lease_rate_change_pct": -0.59,
"occupancy_shift": -0.016,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.3
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.3
},
{
"action": "rebalance_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.001,
"demand_pressure": 0.439,
"entitlement_friction": 0.588,
"labor_shortage": 0.691,
"portfolio_tightness": 0.519,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-104450",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:15:00Z",
"trace_id": "21383dcc-98e2-491c-8f74-7145067f74fd"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.195,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.46,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.4,
"battery_mwh": 2.14,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-F51EDCB734",
"grid_service_limit_mw": 12.61,
"gross_sqft": 986143,
"infill_site": false,
"lease_expiry_months": 54,
"occu... | {
"capital_availability": 0.193,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.585,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.529,
"nearby_nodes": 3,
"network_redundancy_score": 0.55,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 146... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.4,
"dock_utilization_pct": 82.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.75,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_press... | {
"build_vs_buy_score": 2.55,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.5,
"occupancy_90d": 0.89,
"rent_growth_30d_pct": 1.87,
"rent_growth_90d_pct": 1.02,
"tenant_expansion_probability": 0.449
} | {
"annualized_noi_impact_usd": -188039,
"annualized_revenue_impact_usd": -287739,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 484847,
"expansion_capture_probability_post_event": 0.367,
"lease_rate_change_pct": -0.61,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.5
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.35
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.193,
"demand_pressure": 0.44,
"entitlement_friction": 0.529,
"labor_shortage": 0.807,
"portfolio_tightness": 0.626,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-104451",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:39:00Z",
"trace_id": "abe169eb-538b-4319-81d1-bf2c88c47e27"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_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": "250m_500m",
"expansion_request_open": false,
"growth_rate": -0.036,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.295,
"seasonality": 0.61,
"service_level_target"... | {
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"battery_mwh": 0.96,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-A395E94A3D",
"grid_service_limit_mw": 20.55,
"gross_sqft": 231056,
"infill_site": false,
"lease_expiry_months": 16,
"occ... | {
"capital_availability": 0.178,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.293,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.701,
"nearby_nodes": 7,
"network_redundancy_score": 0.476,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1888029... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 78.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.749,
"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": 1.62,
"capacity_risk_band": "low",
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"rent_growth_30d_pct": -1.31,
"rent_growth_90d_pct": -0.85,
"tenant_expansion_probability": 0.12
} | {
"annualized_noi_impact_usd": -52620,
"annualized_revenue_impact_usd": -88568,
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"decision_horizon_days": 45,
"estimated_capex_usd": 494136,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.19,
"occupancy_shift": -0.011,
"service_penalty_risk... | {
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{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 35.76
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.83
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.871,
"capital_availability": 0.178,
"demand_pressure": 0.268,
"entitlement_friction": 0.701,
"labor_shortage": 0.881,
"portfolio_tightness": 0.426,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-104452",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:01:00Z",
"trace_id": "4c73377c-6099-4b40-83a4-e306654f1c22"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.248,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 6.23,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 142,
"facility_id": "FAC-A99E4AD98C",
"grid_service_limit_mw": 11.02,
"gross_sqft": 1421496,
"infill_site": true,
"lease_expiry_months": 48,
"oc... | {
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"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.398,
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"entitlement_friction": 0.472,
"nearby_nodes": 4,
"network_redundancy_score": 0.579,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.6,
"dock_utilization_pct": 82.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"capacity_risk_band": "high",
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"market_entry_score": 76.5,
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"rent_growth_30d_pct": 0.25,
"rent_growth_90d_pct": 1.9,
"tenant_expansion_probability": 0.21
} | {
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"annualized_revenue_impact_usd": -285643,
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"decision_horizon_days": 90,
"estimated_capex_usd": 702211,
"expansion_capture_probability_post_event": 0.097,
"lease_rate_change_pct": -1.45,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.96
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.62
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.418,
"demand_pressure": 0.506,
"entitlement_friction": 0.472,
"labor_shortage": 0.845,
"portfolio_tightness": 0.425,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-104453",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T06:27:00Z",
"trace_id": "5be3709b-1fc5-4c81-90fd-06d821421bbb"
} | {
"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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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.213,
"seasonality": 0.33,
"se... | {
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"battery_mwh": 7.48,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-E3DD831022",
"grid_service_limit_mw": 12.04,
"gross_sqft": 438459,
"infill_site": true,
"lease_expiry_months": 13,
... | {
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"entitlement_friction": 0.842,
"nearby_nodes": 4,
"network_redundancy_score": 0.836,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 80.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure_... | {
"build_vs_buy_score": 2.23,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.892,
"rent_growth_30d_pct": -0.09,
"rent_growth_90d_pct": 0.86,
"tenant_expansion_probabili... | {
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"annualized_revenue_impact_usd": -85587,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.14,
"lease_rate_change_pct": -2.39,
"occupancy_shift": -0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.65
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.99
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.773,
"capital_availability": 0.191,
"demand_pressure": 0.334,
"entitlement_friction": 0.842,
"labor_shortage": 0.916,
"portfolio_tightness": 0.541,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-104454",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:24:00Z",
"trace_id": "655e95cd-cb59-46f0-8355-fe57a5601d1b"
} | {
"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": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.063,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.279,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 0.44,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 103,
"facility_id": "FAC-8C15BEE37E",
"grid_service_limit_mw": 9.97,
"gross_sqft": 1037954,
"infill_site": true,
"lease_expiry_months": 36,
"... | {
"capital_availability": 0.514,
"cluster_utilization_pct": 0.891,
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"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.587,
"nearby_nodes": 2,
"network_redundancy_score": 0.81,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1896... | [
{
"appointment_fill_pct": 73.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.7,
"dock_utilization_pct": 80.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 30.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"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": 2.61,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.1,
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"rent_growth_30d_pct": 1.64,
"rent_growth_90d_pct": 2.5,
"tenant_expansion_probability": 0.214
} | {
"annualized_noi_impact_usd": -457140,
"annualized_revenue_impact_usd": -761608,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 680136,
"expansion_capture_probability_post_event": 0.085,
"lease_rate_change_pct": -1.47,
"occupancy_shift": -0.015,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.78
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.64
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.514,
"demand_pressure": 0.319,
"entitlement_friction": 0.587,
"labor_shortage": 0.715,
"portfolio_tightness": 0.661,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-104455",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T06:34:00Z",
"trace_id": "983a77d0-47ba-40f3-b04d-3d329481b64c"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.071,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.49,
"service_level_ta... | {
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"battery_mwh": 6.28,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 64,
"facility_id": "FAC-3277A291D0",
"grid_service_limit_mw": 22.98,
"gross_sqft": 641126,
"infill_site": true,
"lease_expiry_months": 45,
"occup... | {
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"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.794,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.488,
"nearby_nodes": 3,
"network_redundancy_score": 0.648,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 106646... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 81.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.6,
"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": 1.93,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 0.03,
"rent_growth_90d_pct": 2.42,
"tenant_expansion_probability": 0.178
} | {
"annualized_noi_impact_usd": -119121,
"annualized_revenue_impact_usd": -162808,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 650773,
"expansion_capture_probability_post_event": 0.068,
"lease_rate_change_pct": -0.96,
"occupancy_shift": 0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.06
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.22
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.468,
"demand_pressure": 0.455,
"entitlement_friction": 0.488,
"labor_shortage": 0.558,
"portfolio_tightness": 0.357,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-104456",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:04:00Z",
"trace_id": "7c14b1bb-5f17-41a7-8912-af55a98eaa4a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.306,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.109,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 7.13,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-F4A969D2F4",
"grid_service_limit_mw": 23.11,
"gross_sqft": 495503,
"infill_site": true,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.833,
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"cross_node_rebalancing_capacity_pct": 0.114,
"entitlement_friction": 0.669,
"nearby_nodes": 2,
"network_redundancy_score": 0.569,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 87.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15,
"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": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.31,
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 3.7,
"rent_growth_90d_pct": 4.77,
"tenant_expansion_probability": 0.634
} | {
"annualized_noi_impact_usd": 45384,
"annualized_revenue_impact_usd": 62443,
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"expansion_capture_probability_post_event": 0.606,
"lease_rate_change_pct": 3.46,
"occupancy_shift": 0.007,
"service_penalty_risk_usd... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.47
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.833,
"demand_pressure": 0.741,
"entitlement_friction": 0.669,
"labor_shortage": 0.483,
"portfolio_tightness": 0.515,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-104457",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:56:00Z",
"trace_id": "3a15a0a8-9cda-4e92-b9b8-d5d972da3a6d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.359,
"seasonality": 0.74,
"service... | {
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"battery_mwh": 11.01,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-D758CC16C4",
"grid_service_limit_mw": 8.2,
"gross_sqft": 770965,
"infill_site": false,
"lease_expiry_months": 38,
"occu... | {
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"cluster_utilization_pct": 0.873,
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"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.618,
"nearby_nodes": 4,
"network_redundancy_score": 0.514,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 23... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 88.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
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"capacity_risk_band": "high",
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"rent_growth_30d_pct": 3.75,
"rent_growth_90d_pct": 2.45,
"tenant_expansion_probability": 0.678
} | {
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"annualized_revenue_impact_usd": 379401,
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"expansion_capture_probability_post_event": 0.583,
"lease_rate_change_pct": 1.46,
"occupancy_shift": 0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 46.33
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.9
},
{
"action": "secure_pop_up_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.285,
"demand_pressure": 0.763,
"entitlement_friction": 0.618,
"labor_shortage": 0.994,
"portfolio_tightness": 0.664,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-104458",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:21:00Z",
"trace_id": "800d8f91-5308-4b77-9f1c-2d9b6c2fb149"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.123,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.75,
"battery_mwh": 4.24,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-92E0D961FD",
"grid_service_limit_mw": 16.63,
"gross_sqft": 515474,
"infill_site": false,
"lease_expiry_months": 11,
"occ... | {
"capital_availability": 0.31,
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"entitlement_friction": 0.243,
"nearby_nodes": 4,
"network_redundancy_score": 0.863,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1145757... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 81.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"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": 1.97,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.44,
"rent_growth_90d_pct": 1.14,
"tenant_expansion_probability": 0.35
... | {
"annualized_noi_impact_usd": -28963,
"annualized_revenue_impact_usd": -45094,
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"expansion_capture_probability_post_event": 0.259,
"lease_rate_change_pct": -0.85,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.73
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.16
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"demand_pressure": 0.455,
"entitlement_friction": 0.243,
"labor_shortage": 0.845,
"portfolio_tightness": 0.394,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-104459",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:39:00Z",
"trace_id": "a46bab36-af31-400d-bba5-0f61fbc4e830"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.004,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.149,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.33,
"battery_mwh": 4.2,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 135,
"facility_id": "FAC-1234B62337",
"grid_service_limit_mw": 15.55,
"gross_sqft": 1357629,
"infill_site": true,
"lease_expiry_months": 25,
"occ... | {
"capital_availability": 0.466,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.554,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.842,
"nearby_nodes": 2,
"network_redundancy_score": 0.831,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 80.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 47,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"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": 2.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.5,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 1.72,
"rent_growth_90d_pct": 1.3,
"tenant_expansion_probability": 0.24
... | {
"annualized_noi_impact_usd": -424670,
"annualized_revenue_impact_usd": -598378,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 565284,
"expansion_capture_probability_post_event": 0.126,
"lease_rate_change_pct": -2.76,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.75
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.45
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.271,
"capital_availability": 0.466,
"demand_pressure": 0.329,
"entitlement_friction": 0.842,
"labor_shortage": 1,
"portfolio_tightness": 0.684,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-104460",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T07:20:00Z",
"trace_id": "b86ac93d-235e-424b-a720-87c400a88a79"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.8,
"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": 0.279,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.131,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.22,
"battery_mwh": 0.01,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 127,
"facility_id": "FAC-C33C015FF6",
"grid_service_limit_mw": 18.47,
"gross_sqft": 1270015,
"infill_site": false,
"lease_expiry_months": 12,
"oc... | {
"capital_availability": 0.341,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.438,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.646,
"nearby_nodes": 8,
"network_redundancy_score": 0.513,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 92,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 33.9,
"dock_utilization_pct": 84.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.721,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.27,
"rent_growth_90d_pct": 3.97,
"tenant_expansion_probability": 0.538
} | {
"annualized_noi_impact_usd": 98594,
"annualized_revenue_impact_usd": 158932,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 60,
"estimated_capex_usd": 597682,
"expansion_capture_probability_post_event": 0.466,
"lease_rate_change_pct": 1.68,
"occupancy_shift": 0.007,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 55.37
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.82
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.309,
"capital_availability": 0.341,
"demand_pressure": 0.581,
"entitlement_friction": 0.646,
"labor_shortage": 0.529,
"portfolio_tightness": 0.509,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-104461",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T08:01:00Z",
"trace_id": "6869385a-0b34-497c-9ee7-b68988e7aa19"
} | {
"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": 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": -0.037,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.512,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.8,
"battery_mwh": 2.89,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 25,
"facility_id": "FAC-651AD0C4AD",
"grid_service_limit_mw": 11.78,
"gross_sqft": 259351,
"infill_site": false,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.287,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.777,
"cross_node_rebalancing_capacity_pct": 0.154,
"entitlement_friction": 0.387,
"nearby_nodes": 2,
"network_redundancy_score": 0.565,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 22... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 78.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.749,
"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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"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.7,
"occupancy_90d": 0.863,
"rent_growth_30d_pct": 0.62,
"rent_growth_90d_pct": 0.76,
"tenant_expansion_probability": 0.198... | {
"annualized_noi_impact_usd": -108503,
"annualized_revenue_impact_usd": -142248,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 60,
"estimated_capex_usd": 509025,
"expansion_capture_probability_post_event": 0.108,
"lease_rate_change_pct": -2.66,
"occupancy_shift": -0.019,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.59
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.51
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.287,
"demand_pressure": 0.26,
"entitlement_friction": 0.387,
"labor_shortage": 1,
"portfolio_tightness": 0.581,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-104462",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:17:00Z",
"trace_id": "3dc91637-03bb-45c1-899b-e78d6b3f18d5"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.243,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.239,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.68,
"battery_mwh": 1.35,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-09A305FC47",
"grid_service_limit_mw": 23.91,
"gross_sqft": 197392,
"infill_site": true,
"lease_expiry_months": 37,
"occu... | {
"capital_availability": 0.682,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.76,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.627,
"nearby_nodes": 8,
"network_redundancy_score": 0.809,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.9,
"dock_utilization_pct": 82.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.742,
"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": 2.02,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 0.49,
"rent_growth_90d_pct": 0.95,
"tenant_expansion_probability": 0.436
} | {
"annualized_noi_impact_usd": -5560,
"annualized_revenue_impact_usd": -9413,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 470901,
"expansion_capture_probability_post_event": 0.349,
"lease_rate_change_pct": -0.2,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.93
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.27
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.642,
"capital_availability": 0.682,
"demand_pressure": 0.469,
"entitlement_friction": 0.627,
"labor_shortage": 0.57,
"portfolio_tightness": 0.474,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-104463",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T05:43:00Z",
"trace_id": "74ab2d86-b710-4c01-bb9e-36a6578a1fdd"
} | {
"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": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.275,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.388,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.51,
"battery_mwh": 9.55,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-896BF81FFD",
"grid_service_limit_mw": 14.44,
"gross_sqft": 544855,
"infill_site": true,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.625,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.684,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.741,
"nearby_nodes": 6,
"network_redundancy_score": 0.696,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 94.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 87.3,
"event_name": "UTILITY_QUEUE_DISCOVERY",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.69,
"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": 2.16,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.1,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 3.03,
"rent_growth_90d_pct": 3.99,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 49238,
"annualized_revenue_impact_usd": 75766,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 441133,
"expansion_capture_probability_post_event": 0.551,
"lease_rate_change_pct": 2.26,
"occupancy_shift": 0.027,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 34.74
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.88
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.774,
"capital_availability": 0.625,
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"entitlement_friction": 0.741,
"labor_shortage": 0.692,
"portfolio_tightness": 0.482,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-104464",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:43:00Z",
"trace_id": "da0773b3-bb73-43a2-9050-5d277002e3b0"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.3,
"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": 0.123,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.155,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.8,
"battery_mwh": 9.76,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-83D8D4C2CA",
"grid_service_limit_mw": 26.23,
"gross_sqft": 1115742,
"infill_site": true,
"lease_expiry_months": 12,
"occ... | {
"capital_availability": 0.615,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.393,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.537,
"nearby_nodes": 7,
"network_redundancy_score": 0.638,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.3,
"dock_utilization_pct": 83.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 45.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.684,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.8,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 2.98,
"rent_growth_90d_pct": 4.84,
"tenant_expansion_probability": 0.40... | {
"annualized_noi_impact_usd": 91880,
"annualized_revenue_impact_usd": 150983,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 571734,
"expansion_capture_probability_post_event": 0.359,
"lease_rate_change_pct": 1.57,
"occupancy_shift": 0.026,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 27.64
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.37
},
{
"action": "monitor_and_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.615,
"demand_pressure": 0.546,
"entitlement_friction": 0.537,
"labor_shortage": 0.653,
"portfolio_tightness": 0.499,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-104465",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:25:00Z",
"trace_id": "ce996c25-67a8-44f1-aedb-3dfd6c1fe984"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"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": 0.204,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.226,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.36,
"battery_mwh": 2.6,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-2B940361AB",
"grid_service_limit_mw": 14.1,
"gross_sqft": 1191339,
"infill_site": true,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.76,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.282,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.664,
"nearby_nodes": 8,
"network_redundancy_score": 0.467,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 53... | [
{
"appointment_fill_pct": 78.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.3,
"dock_utilization_pct": 80,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"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": 1.62,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": -0.53,
"rent_growth_90d_pct": 1.58,
"tenant_expansion_probability": 0.317
} | {
"annualized_noi_impact_usd": -142499,
"annualized_revenue_impact_usd": -191603,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 718238,
"expansion_capture_probability_post_event": 0.193,
"lease_rate_change_pct": -0.81,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 48.79
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 36.52
},
{
"action": "secure_pop_up_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.412,
"capital_availability": 0.76,
"demand_pressure": 0.374,
"entitlement_friction": 0.664,
"labor_shortage": 0.565,
"portfolio_tightness": 0.372,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-104466",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:43:00Z",
"trace_id": "c73bcb75-4692-4eae-8745-e9425423f69a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.5,
"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": 0.251,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.07,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.62,
"battery_mwh": 4.77,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-AFD86D0F56",
"grid_service_limit_mw": 19.54,
"gross_sqft": 726345,
"infill_site": false,
"lease_expiry_months": 54,
"occ... | {
"capital_availability": 0.687,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.355,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.252,
"nearby_nodes": 8,
"network_redundancy_score": 0.763,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.7,
"dock_utilization_pct": 83.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 69.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"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": 1.85,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.3,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 1.34,
"rent_growth_90d_pct": 0.6,
"tenant_expansion_probability": 0.416
} | {
"annualized_noi_impact_usd": -15188,
"annualized_revenue_impact_usd": -23971,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 561175,
"expansion_capture_probability_post_event": 0.314,
"lease_rate_change_pct": -0.82,
"occupancy_shift": 0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.91
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.44
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.357,
"capital_availability": 0.687,
"demand_pressure": 0.518,
"entitlement_friction": 0.252,
"labor_shortage": 0.709,
"portfolio_tightness": 0.443,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-104467",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:59:00Z",
"trace_id": "f48698e0-49ca-4354-a152-89afb98d03f5"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.244,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.076,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.63,
"battery_mwh": 7.57,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-20795A8E8D",
"grid_service_limit_mw": 22.74,
"gross_sqft": 1134840,
"infill_site": true,
"lease_expiry_months": 48,
"oc... | {
"capital_availability": 0.523,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.809,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.402,
"nearby_nodes": 5,
"network_redundancy_score": 0.457,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 78.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.6,
"dock_utilization_pct": 82.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"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": 2.17,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.8,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": 0.87,
"rent_growth_90d_pct": 2.52,
"tenant_expansion_probability": 0.389
} | {
"annualized_noi_impact_usd": -47731,
"annualized_revenue_impact_usd": -62241,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 545291,
"expansion_capture_probability_post_event": 0.27,
"lease_rate_change_pct": 0.06,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.11
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.32
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.433,
"capital_availability": 0.523,
"demand_pressure": 0.514,
"entitlement_friction": 0.402,
"labor_shortage": 0.847,
"portfolio_tightness": 0.423,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-104468",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:18:00Z",
"trace_id": "674ec004-f739-4fb6-9c93-a15add67f522"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.108,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.332,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.82,
"battery_mwh": 8.33,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-90A4B7CA75",
"grid_service_limit_mw": 17.09,
"gross_sqft": 1300445,
"infill_site": true,
"lease_expiry_months": 11,
"oc... | {
"capital_availability": 0.419,
"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.582,
"cross_node_rebalancing_capacity_pct": 0.182,
"entitlement_friction": 0.51,
"nearby_nodes": 2,
"network_redundancy_score": 0.8,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 88.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 87.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.75,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.4,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 2.29,
"rent_growth_90d_pct": 3.28,
"tenant_expansion_probability": 0.29
} | {
"annualized_noi_impact_usd": -68487,
"annualized_revenue_impact_usd": -92785,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 583068,
"expansion_capture_probability_post_event": 0.203,
"lease_rate_change_pct": 0.35,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.25
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.64
},
{
"action": "hold_service_levels_flat",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.568,
"capital_availability": 0.419,
"demand_pressure": 0.726,
"entitlement_friction": 0.51,
"labor_shortage": 0.637,
"portfolio_tightness": 0.508,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-104469",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:55:00Z",
"trace_id": "105b412a-e68f-4dd3-9fe9-2877720a9bc6"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.444,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.122,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.72,
"battery_mwh": 5.17,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-CB23E92A98",
"grid_service_limit_mw": 9.79,
"gross_sqft": 778522,
"infill_site": true,
"lease_expiry_months": 31,
"... | {
"capital_availability": 0.504,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.259,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.465,
"nearby_nodes": 3,
"network_redundancy_score": 0.548,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 9904... | [
{
"appointment_fill_pct": 94.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 88.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"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": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.83,
"rent_growth_90d_pct": 4.78,
"tenant_expansion_probability": 0.729
} | {
"annualized_noi_impact_usd": 372605,
"annualized_revenue_impact_usd": 496772,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 398356,
"expansion_capture_probability_post_event": 0.644,
"lease_rate_change_pct": 4.11,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.19
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 41.47
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.504,
"demand_pressure": 0.776,
"entitlement_friction": 0.465,
"labor_shortage": 0.732,
"portfolio_tightness": 0.617,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-104470",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:11:00Z",
"trace_id": "a1e2e01a-0aed-45d4-8395-0bf336241354"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"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": 0.324,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.282,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.49,
"battery_mwh": 3.23,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 83,
"facility_id": "FAC-0BE8345CE4",
"grid_service_limit_mw": 24.14,
"gross_sqft": 831117,
"infill_site": true,
"lease_expiry_months": 52,
"... | {
"capital_availability": 0.358,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.421,
"cross_node_rebalancing_capacity_pct": 0.082,
"entitlement_friction": 0.475,
"nearby_nodes": 8,
"network_redundancy_score": 0.374,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 512162... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 83.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 85.3,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 27.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.2,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 0.72,
"rent_growth_90d_pct": -0.22,
"tenant_expansion_probability": 0.47
} | {
"annualized_noi_impact_usd": -106237,
"annualized_revenue_impact_usd": -169440,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 551399,
"expansion_capture_probability_post_event": 0.353,
"lease_rate_change_pct": -1.15,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.74
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.24
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.34,
"capital_availability": 0.358,
"demand_pressure": 0.54,
"entitlement_friction": 0.475,
"labor_shortage": 0.647,
"portfolio_tightness": 0.383,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-104471",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:02:00Z",
"trace_id": "70ccc1ac-e428-42ed-b9f7-0082688ea42f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.43,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.397,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.38,
"battery_mwh": 10.12,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 108,
"facility_id": "FAC-A7670B41ED",
"grid_service_limit_mw": 13.97,
"gross_sqft": 1089820,
"infill_site": false,
"lease_expiry_months": 27,
"o... | {
"capital_availability": 0.602,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.588,
"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.4,
"nearby_nodes": 5,
"network_redundancy_score": 0.738,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1536990,... | [
{
"appointment_fill_pct": 78.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.4,
"dock_utilization_pct": 84.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 84.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.2,
"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": "very_high",
"fo... | {
"build_vs_buy_score": 1.73,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.9,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 0.48,
"rent_growth_90d_pct": 0.38,
"tenant_expansion_probability": 0.56
} | {
"annualized_noi_impact_usd": 2365,
"annualized_revenue_impact_usd": 3642,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 706138,
"expansion_capture_probability_post_event": 0.446,
"lease_rate_change_pct": 0.11,
"occupancy_shift": -0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.15
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.7
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.79,
"capital_availability": 0.602,
"demand_pressure": 0.635,
"entitlement_friction": 0.4,
"labor_shortage": 0.731,
"portfolio_tightness": 0.362,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-104472",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:06:00Z",
"trace_id": "eecf7076-ed3f-4bd3-b222-9084d28472d4"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"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": "high",
"risk_of_churn": 0.22,
"seasonality": 0.49,
"service_level_target": 0... | {
"automation_penetration": 0.68,
"battery_mwh": 2.88,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 30,
"facility_id": "FAC-1C76A81A88",
"grid_service_limit_mw": 25.4,
"gross_sqft": 307481,
"infill_site": false,
"lease_expiry_months": 20,
"... | {
"capital_availability": 0.329,
"cluster_utilization_pct": 0.937,
"competitive_pressure_score": 0.482,
"cross_node_rebalancing_capacity_pct": 0.207,
"entitlement_friction": 0.555,
"nearby_nodes": 3,
"network_redundancy_score": 0.667,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 146646... | [
{
"appointment_fill_pct": 92.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.5,
"dock_utilization_pct": 86.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.851,
"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": 2.06,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.6,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 2.44,
"rent_growth_90d_pct": 2.06,
"tenant_expansion_probability": 0.58... | {
"annualized_noi_impact_usd": 6006,
"annualized_revenue_impact_usd": 9808,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 579713,
"expansion_capture_probability_post_event": 0.465,
"lease_rate_change_pct": 0.76,
"occupancy_shift": 0.007,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 44.75
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.72
},
{
"action": "deploy_peak_sh... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.266,
"capital_availability": 0.329,
"demand_pressure": 0.687,
"entitlement_friction": 0.555,
"labor_shortage": 0.818,
"portfolio_tightness": 0.506,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-104473",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:32:00Z",
"trace_id": "18008bcf-306b-43b4-8e6c-2e7139815029"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"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": -0.029,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.469,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.43,
"battery_mwh": 9.18,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-971E404F48",
"grid_service_limit_mw": 17.74,
"gross_sqft": 1305757,
"infill_site": false,
"lease_expiry_months": 13,
"o... | {
"capital_availability": 0.608,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.721,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.487,
"nearby_nodes": 7,
"network_redundancy_score": 0.449,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.1,
"dock_utilization_pct": 85.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23,
"shift_fill_rat... | {
"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": "moderate",
"forecas... | {
"build_vs_buy_score": 2.04,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.2,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 1.71,
"rent_growth_90d_pct": 4.21,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -224231,
"annualized_revenue_impact_usd": -333066,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 550458,
"expansion_capture_probability_post_event": 0.063,
"lease_rate_change_pct": 0,
"occupancy_shift": -0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.56
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.69
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.776,
"capital_availability": 0.608,
"demand_pressure": 0.608,
"entitlement_friction": 0.487,
"labor_shortage": 0.76,
"portfolio_tightness": 0.543,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-104474",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:29:00Z",
"trace_id": "fabd7e86-1b87-48fc-b1e8-74bf32dd52bf"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.105,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.134,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.2,
"battery_mwh": 0.16,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 124,
"facility_id": "FAC-C5337FD6B9",
"grid_service_limit_mw": 13.32,
"gross_sqft": 1244798,
"infill_site": true,
"lease_expiry_months": 30,
"occu... | {
"capital_availability": 0.499,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.306,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.325,
"nearby_nodes": 8,
"network_redundancy_score": 0.444,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 76.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 82.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.3,
"shift_fill_ra... | {
"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": "very_high",
"fo... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.8,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 1.56,
"rent_growth_90d_pct": 1.7,
"tenant_expansion_probability": 0.258
} | {
"annualized_noi_impact_usd": -125103,
"annualized_revenue_impact_usd": -211432,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 665561,
"expansion_capture_probability_post_event": 0.147,
"lease_rate_change_pct": -1.55,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.95
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.82
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.671,
"capital_availability": 0.499,
"demand_pressure": 0.469,
"entitlement_friction": 0.325,
"labor_shortage": 0.934,
"portfolio_tightness": 0.568,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-104475",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:45:00Z",
"trace_id": "7efae4fd-0f11-4091-b2bf-df04a0c5fcb7"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.12,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.268,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.7,
"battery_mwh": 4.46,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 115,
"facility_id": "FAC-D8CEFD93B8",
"grid_service_limit_mw": 13.91,
"gross_sqft": 1156451,
"infill_site": true,
"lease_expiry_months": 18,
"occu... | {
"capital_availability": 0.34,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.514,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.34,
"nearby_nodes": 8,
"network_redundancy_score": 0.438,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 288070,
... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 27.4,
"dock_utilization_pct": 79.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 81.6,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 18.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.676,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.21,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.3,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 1.28,
"rent_growth_90d_pct": 3.2,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -52850,
"annualized_revenue_impact_usd": -67927,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 561098,
"expansion_capture_probability_post_event": 0.277,
"lease_rate_change_pct": 0.31,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.55
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.85
},
{
"action": "hold_service_leve... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.34,
"demand_pressure": 0.323,
"entitlement_friction": 0.34,
"labor_shortage": 0.495,
"portfolio_tightness": 0.401,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-104476",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:20:00Z",
"trace_id": "08f42da5-5bf6-4297-9569-16c7314aa28e"
} | {
"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": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.141,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.44,
"battery_mwh": 3.33,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-527022D4F5",
"grid_service_limit_mw": 17.65,
"gross_sqft": 231104,
"infill_site": false,
"lease_expiry_months": 70,
"occ... | {
"capital_availability": 0.606,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.558,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.361,
"nearby_nodes": 8,
"network_redundancy_score": 0.871,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 83.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.751,
"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": 1.76,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.6,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 1.43,
"rent_growth_90d_pct": 2.82,
"tenant_expansion_probability": 0.256
} | {
"annualized_noi_impact_usd": -5640,
"annualized_revenue_impact_usd": -8097,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 431560,
"expansion_capture_probability_post_event": 0.182,
"lease_rate_change_pct": -0.27,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.89
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.86
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.663,
"capital_availability": 0.606,
"demand_pressure": 0.519,
"entitlement_friction": 0.361,
"labor_shortage": 0.838,
"portfolio_tightness": 0.525,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-104477",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:20:00Z",
"trace_id": "d2752e75-5203-4683-a632-1bc496dfa155"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"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": "500m_1b",
"expansion_request_open": true,
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"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.308,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.67,
"battery_mwh": 0.91,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-20CBE5CDED",
"grid_service_limit_mw": 20.76,
"gross_sqft": 1154848,
"infill_site": true,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.119,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.285,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.523,
"nearby_nodes": 8,
"network_redundancy_score": 0.391,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 433163,
... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 84.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.75,
"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": 1.82,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.9,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 0.86,
"rent_growth_90d_pct": 0.37,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 50371,
"annualized_revenue_impact_usd": 69568,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 411781,
"expansion_capture_probability_post_event": 0.503,
"lease_rate_change_pct": 0.6,
"occupancy_shift": 0.007,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.82
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.27
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.594,
"capital_availability": 0.119,
"demand_pressure": 0.62,
"entitlement_friction": 0.523,
"labor_shortage": 0.533,
"portfolio_tightness": 0.403,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-104478",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:31:00Z",
"trace_id": "f4c80ee0-05f6-4467-bf1a-22785fd4a7ae"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.274,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.261,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.44,
"battery_mwh": 10.61,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-6B1526E7D5",
"grid_service_limit_mw": 22.61,
"gross_sqft": 931299,
"infill_site": false,
"lease_expiry_months": 34,
"oc... | {
"capital_availability": 0.439,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.772,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.485,
"nearby_nodes": 6,
"network_redundancy_score": 0.811,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 95,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 54,
"dock_utilization_pct": 87.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 49.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.829,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.66,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.6,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 1.79,
"rent_growth_90d_pct": 1.86,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 8239,
"annualized_revenue_impact_usd": 11012,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.35,
"lease_rate_change_pct": -0.02,
"occupancy_shift": 0.012,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.46
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.82
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.688,
"capital_availability": 0.439,
"demand_pressure": 0.731,
"entitlement_friction": 0.485,
"labor_shortage": 0.934,
"portfolio_tightness": 0.46,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-104479",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:45:00Z",
"trace_id": "59f12741-5b1d-4881-b2dc-4b3fc77b32a8"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.436,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.072,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.22,
"battery_mwh": 3.91,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-2425408732",
"grid_service_limit_mw": 20.69,
"gross_sqft": 1151166,
"infill_site": true,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.19,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.507,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.359,
"nearby_nodes": 6,
"network_redundancy_score": 0.566,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51,
"dock_utilization_pct": 86.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.74,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.6,
"occupancy_90d": 0.977,
"rent_growth_30d_pct": 1.66,
"rent_growth_90d_pct": 1.1,
"tenant_expansion_probability": 0.674
} | {
"annualized_noi_impact_usd": 198546,
"annualized_revenue_impact_usd": 282773,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 526568,
"expansion_capture_probability_post_event": 0.593,
"lease_rate_change_pct": 1.31,
"occupancy_shift": 0.022,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 46.73
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.02
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.592,
"capital_availability": 0.19,
"demand_pressure": 0.688,
"entitlement_friction": 0.359,
"labor_shortage": 0.854,
"portfolio_tightness": 0.435,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-104480",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:30:00Z",
"trace_id": "99413a91-e795-4da3-89c8-d86fba0e65cb"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.187,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.407,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.61,
"battery_mwh": 8.95,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 73,
"facility_id": "FAC-621DDCD28F",
"grid_service_limit_mw": 12.88,
"gross_sqft": 733707,
"infill_site": false,
"lease_expiry_months": 44,
"occu... | {
"capital_availability": 0.723,
"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.636,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.398,
"nearby_nodes": 2,
"network_redundancy_score": 0.504,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 102941... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.4,
"dock_utilization_pct": 80.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 80.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"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": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.9,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 0.36,
"rent_growth_90d_pct": 1.8,
"tenant_expansion_probability": 0.359
} | {
"annualized_noi_impact_usd": -63791,
"annualized_revenue_impact_usd": -106478,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 526994,
"expansion_capture_probability_post_event": 0.255,
"lease_rate_change_pct": -0.52,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.84
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.75
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.268,
"capital_availability": 0.723,
"demand_pressure": 0.383,
"entitlement_friction": 0.398,
"labor_shortage": 0.79,
"portfolio_tightness": 0.413,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-104481",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T06:55:00Z",
"trace_id": "20e43b89-469c-4497-9c35-aaedbcddbb43"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"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": 0.246,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.43,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.67,
"battery_mwh": 4.04,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-BE722D92AD",
"grid_service_limit_mw": 18.96,
"gross_sqft": 704365,
"infill_site": false,
"lease_expiry_months": 39,
... | {
"capital_availability": 0.376,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.281,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.3,
"nearby_nodes": 5,
"network_redundancy_score": 0.674,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1689... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.4,
"dock_utilization_pct": 83.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"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": 1.57,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.9,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": 0.09,
"rent_growth_90d_pct": 0.91,
"tenant_expansion_probability": 0.403
... | {
"annualized_noi_impact_usd": -28007,
"annualized_revenue_impact_usd": -40013,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 467035,
"expansion_capture_probability_post_event": 0.314,
"lease_rate_change_pct": -0.5,
"occupancy_shift": -0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.78
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.9
},
{
"action": "shift_overflow_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.663,
"capital_availability": 0.376,
"demand_pressure": 0.585,
"entitlement_friction": 0.3,
"labor_shortage": 0.855,
"portfolio_tightness": 0.307,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-104482",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:30:00Z",
"trace_id": "70755e93-784d-4715-a4ed-ee19ceef25f3"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"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": 0.234,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.176,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.81,
"battery_mwh": 4.79,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-708062A955",
"grid_service_limit_mw": 24.29,
"gross_sqft": 248488,
"infill_site": false,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.358,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.646,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.637,
"nearby_nodes": 2,
"network_redundancy_score": 0.324,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 969296... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.3,
"dock_utilization_pct": 83.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 61.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"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": 1.73,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 0.53,
"rent_growth_90d_pct": 2.6,
"tenant_expansion_probability": 0.365
} | {
"annualized_noi_impact_usd": -9342,
"annualized_revenue_impact_usd": -12100,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 661150,
"expansion_capture_probability_post_event": 0.244,
"lease_rate_change_pct": 0.06,
"occupancy_shift": 0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.53
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.93
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.748,
"capital_availability": 0.358,
"demand_pressure": 0.538,
"entitlement_friction": 0.637,
"labor_shortage": 0.755,
"portfolio_tightness": 0.456,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-104483",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T07:39:00Z",
"trace_id": "f5bf9d06-8839-49b7-a040-29d9176c84eb"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.312,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.147,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.51,
"battery_mwh": 9.27,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-A9C6116E41",
"grid_service_limit_mw": 9.88,
"gross_sqft": 546483,
"infill_site": false,
"lease_expiry_months": 45,
"occu... | {
"capital_availability": 0.177,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.387,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.494,
"nearby_nodes": 7,
"network_redundancy_score": 0.335,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52,
"dock_utilization_pct": 85.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 65.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"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": 2.41,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.3,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 2.12,
"rent_growth_90d_pct": 1.12,
"tenant_expansion_probability": 0.51... | {
"annualized_noi_impact_usd": 30168,
"annualized_revenue_impact_usd": 42474,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 571688,
"expansion_capture_probability_post_event": 0.404,
"lease_rate_change_pct": -0.38,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.9
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.29
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.72,
"capital_availability": 0.177,
"demand_pressure": 0.619,
"entitlement_friction": 0.494,
"labor_shortage": 0.973,
"portfolio_tightness": 0.579,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-104484",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:54:00Z",
"trace_id": "ab823495-dd00-45f9-ae31-babc5898361f"
} | {
"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": "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": false,
"growth_rate": 0.04,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.192,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.74,
"battery_mwh": 2.58,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-1A5C77EB8B",
"grid_service_limit_mw": 15.64,
"gross_sqft": 521258,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.301,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.33,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.3,
"nearby_nodes": 8,
"network_redundancy_score": 0.732,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 82.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 48.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.65,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.1,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 0.7,
"rent_growth_90d_pct": 2.08,
"tenant_expansion_probability": 0.179
... | {
"annualized_noi_impact_usd": -58659,
"annualized_revenue_impact_usd": -79161,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 395074,
"expansion_capture_probability_post_event": 0.093,
"lease_rate_change_pct": -1.08,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.34
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.01
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.839,
"capital_availability": 0.301,
"demand_pressure": 0.489,
"entitlement_friction": 0.3,
"labor_shortage": 0.731,
"portfolio_tightness": 0.473,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-104485",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:10:00Z",
"trace_id": "d88559b2-483a-46a7-bfbe-7a63aa0b0b0c"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.259,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.402,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.67,
"battery_mwh": 1.11,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 149,
"facility_id": "FAC-6CCD4DA276",
"grid_service_limit_mw": 11.13,
"gross_sqft": 1492210,
"infill_site": true,
"lease_expiry_months": 22,
"oc... | {
"capital_availability": 0.064,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.482,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.71,
"nearby_nodes": 2,
"network_redundancy_score": 0.414,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 59... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 80.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 64.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"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": 1.42,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.6,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": -0.41,
"rent_growth_90d_pct": -0.96,
"tenant_expansion_probability": 0.422
} | {
"annualized_noi_impact_usd": -115688,
"annualized_revenue_impact_usd": -184752,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 45,
"estimated_capex_usd": 532288,
"expansion_capture_probability_post_event": 0.312,
"lease_rate_change_pct": -2.22,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.12
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.96
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.862,
"capital_availability": 0.064,
"demand_pressure": 0.403,
"entitlement_friction": 0.71,
"labor_shortage": 0.854,
"portfolio_tightness": 0.454,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-104486",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T06:20:00Z",
"trace_id": "18b26733-2e3c-496d-b930-298549723652"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.01,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.299,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.64,
"battery_mwh": 1.76,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-541DC3C923",
"grid_service_limit_mw": 12.24,
"gross_sqft": 1215630,
"infill_site": true,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.214,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.387,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.233,
"nearby_nodes": 4,
"network_redundancy_score": 0.807,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 77.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 81,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.764,
"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": 2.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.3,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 1.48,
"rent_growth_90d_pct": 0.95,
"tenant_expansion_probability": 0.21... | {
"annualized_noi_impact_usd": -311448,
"annualized_revenue_impact_usd": -484909,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 505846,
"expansion_capture_probability_post_event": 0.131,
"lease_rate_change_pct": -2.33,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.88
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.6
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.523,
"capital_availability": 0.214,
"demand_pressure": 0.372,
"entitlement_friction": 0.233,
"labor_shortage": 1,
"portfolio_tightness": 0.579,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-104487",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:03:00Z",
"trace_id": "60f281b6-35ec-40be-b94c-437e36e91931"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": -0.001,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.231,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.46,
"battery_mwh": 7.02,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-C92075674F",
"grid_service_limit_mw": 11.41,
"gross_sqft": 523090,
"infill_site": false,
"lease_expiry_months": 67,
"occ... | {
"capital_availability": 0.174,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.767,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.749,
"nearby_nodes": 6,
"network_redundancy_score": 0.457,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.8,
"dock_utilization_pct": 84.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"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": 2.4,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.8,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 2.36,
"rent_growth_90d_pct": 1.38,
"tenant_expansion_probability": 0.196
} | {
"annualized_noi_impact_usd": -176646,
"annualized_revenue_impact_usd": -226705,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 60,
"estimated_capex_usd": 519016,
"expansion_capture_probability_post_event": 0.089,
"lease_rate_change_pct": -2.51,
"occupancy_shift": 0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.14
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.95
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.717,
"capital_availability": 0.174,
"demand_pressure": 0.53,
"entitlement_friction": 0.749,
"labor_shortage": 0.86,
"portfolio_tightness": 0.702,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-104488",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:14:00Z",
"trace_id": "648765db-b665-4ed3-92d3-b827ea39968c"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.8,
"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": 0.266,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.35,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.62,
"battery_mwh": 12.35,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 110,
"facility_id": "FAC-6B7685537C",
"grid_service_limit_mw": 8.3,
"gross_sqft": 1104749,
"infill_site": true,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.427,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.504,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.26,
"nearby_nodes": 7,
"network_redundancy_score": 0.346,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46,
"dock_utilization_pct": 84.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.45,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.1,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 2.22,
"rent_growth_90d_pct": 1.93,
"tenant_expansion_probability": 0.42... | {
"annualized_noi_impact_usd": -142475,
"annualized_revenue_impact_usd": -183536,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 589175,
"expansion_capture_probability_post_event": 0.312,
"lease_rate_change_pct": 0,
"occupancy_shift": -0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.61
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.62
},
{
"action": "deploy_peak_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.833,
"capital_availability": 0.427,
"demand_pressure": 0.552,
"entitlement_friction": 0.26,
"labor_shortage": 0.811,
"portfolio_tightness": 0.618,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-104489",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:50:00Z",
"trace_id": "0dfd74c6-11eb-4464-8ef3-ce05c336da87"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.224,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.217,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.55,
"battery_mwh": 8.23,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-8F7409EE99",
"grid_service_limit_mw": 16.57,
"gross_sqft": 567891,
"infill_site": true,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.404,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.408,
"cross_node_rebalancing_capacity_pct": 0.209,
"entitlement_friction": 0.248,
"nearby_nodes": 7,
"network_redundancy_score": 0.859,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.2,
"dock_utilization_pct": 80.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 0.94,
"rent_growth_90d_pct": 0.39,
"tenant_expansion_probability": 0.425
} | {
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.345,
"lease_rate_change_pct": -0.64,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
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{
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"score": 31.66
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.83
},
{
"action": "offer_preempt... | {
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"labor_shortage": 0.642,
"portfolio_tightness": 0.48,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-104490",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:03:00Z",
"trace_id": "82bf1d98-c57a-4fe3-8c88-4e495e90b494"
} | {
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"environment": "production_portfolio",
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"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"expansion_request_open": false,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.332,
"seasonality": 0.33,
"service... | {
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"battery_mwh": 5.51,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-050D5608DE",
"grid_service_limit_mw": 13.99,
"gross_sqft": 1032919,
"infill_site": false,
"lease_expiry_months": 67,
"o... | {
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"competitive_pressure_score": 0.759,
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"nearby_nodes": 7,
"network_redundancy_score": 0.761,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 557908... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 66,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.956,
"rent_growth_30d_pct": 0.85,
"rent_growth_90d_pct": 0.18,
"tenant_expansion_probability": 0.563
} | {
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"lease_rate_change_pct": -0.55,
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"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.08
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.42
},
{
... | {
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"capital_availability": 0.238,
"demand_pressure": 0.604,
"entitlement_friction": 0.609,
"labor_shortage": 0.856,
"portfolio_tightness": 0.393,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-104491",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:19:00Z",
"trace_id": "a882af61-1edb-4f63-833f-db563dab75f5"
} | {
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
"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,
"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": 0.412,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 7.42,
"building_class": "class_a",
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"cold_storage_enabled": true,
"dock_doors": 103,
"facility_id": "FAC-4C5AB35867",
"grid_service_limit_mw": 7.54,
"gross_sqft": 1036780,
"infill_site": true,
"lease_expiry_months": 61,
"occu... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.323,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
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"dock_utilization_pct": 84.7,
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"power_load_pct_of_service_limit": 78.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.8,
"shift_fill_r... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
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"rent_growth_30d_pct": 3.56,
"rent_growth_90d_pct": 3.59,
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} | {
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"lease_rate_change_pct": 1.98,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.58
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.84
},
{
"action": "deploy_peak_shaving",
... | {
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"demand_pressure": 0.571,
"entitlement_friction": 0.788,
"labor_shortage": 0.88,
"portfolio_tightness": 0.575,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-104492",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T06:12:00Z",
"trace_id": "2dc668dd-c0f1-4ca0-a9a7-d0e3871725f4"
} | {
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"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
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"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"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.441,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 3.12,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-B0C253F7C6",
"grid_service_limit_mw": 21.76,
"gross_sqft": 1295115,
"infill_site": false,
"lease_expiry_months": 30,
"o... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.752,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 278491... | [
{
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"dock_utilization_pct": 81.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 67.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.2,
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"rent_growth_30d_pct": 0.68,
"rent_growth_90d_pct": 2.17,
"tenant_expansion_probability": 0.432
} | {
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"annualized_revenue_impact_usd": -100053,
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"expansion_capture_probability_post_event": 0.322,
"lease_rate_change_pct": 0.13,
"occupancy_shift": -0.013,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.22
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.68
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.104,
"demand_pressure": 0.44,
"entitlement_friction": 0.478,
"labor_shortage": 0.797,
"portfolio_tightness": 0.442,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-104493",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:28:00Z",
"trace_id": "2a478bb2-1fc9-4025-8b6e-13244b555d89"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.197,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.29,
"seasonality": 0.82,
"service_level_target": 0.... | {
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"battery_mwh": 4.08,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-357C54AE98",
"grid_service_limit_mw": 9.98,
"gross_sqft": 712432,
"infill_site": true,
"lease_expiry_months": 48,
"... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.595,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 76.9,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 83.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.66,
"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": 1.9,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 82.1,
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"rent_growth_30d_pct": 2.5,
"rent_growth_90d_pct": 1.93,
"tenant_expansion_probability": 0.471
... | {
"annualized_noi_impact_usd": 50530,
"annualized_revenue_impact_usd": 72518,
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"expansion_capture_probability_post_event": 0.447,
"lease_rate_change_pct": 0.51,
"occupancy_shift": 0.02,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.66
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 25.19
},
{
"action": "escalate_utility_interco... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.726,
"capital_availability": 0.465,
"demand_pressure": 0.539,
"entitlement_friction": 0.274,
"labor_shortage": 0.577,
"portfolio_tightness": 0.456,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-104494",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:45:00Z",
"trace_id": "c3018116-c152-476a-b7b3-1a305b407a57"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_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": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.018,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.494,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.46,
"battery_mwh": 3.21,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 126,
"facility_id": "FAC-340F1A426F",
"grid_service_limit_mw": 13.05,
"gross_sqft": 1267917,
"infill_site": false,
"lease_expiry_months": 42,
"oc... | {
"capital_availability": 0.447,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.403,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.369,
"nearby_nodes": 3,
"network_redundancy_score": 0.528,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 79.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 1.67,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.5,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 0.19,
"rent_growth_90d_pct": 2.62,
"tenant_expansion_probability": 0.095
} | {
"annualized_noi_impact_usd": -353232,
"annualized_revenue_impact_usd": -479203,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 30,
"estimated_capex_usd": 611534,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -1.77,
"occupancy_shift": -0.023,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.47
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.45
},
{
"action": "activate_temp_labor",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.819,
"capital_availability": 0.447,
"demand_pressure": 0.331,
"entitlement_friction": 0.369,
"labor_shortage": 0.855,
"portfolio_tightness": 0.515,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-104495",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:09:00Z",
"trace_id": "c8989456-b4bc-4ff9-aef5-49ed5e374e56"
} | {
"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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.119,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.099,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.65,
"battery_mwh": 9.58,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-34CC4CAA30",
"grid_service_limit_mw": 15.99,
"gross_sqft": 1244333,
"infill_site": true,
"lease_expiry_months": 35,
"oc... | {
"capital_availability": 0.642,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.56,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.706,
"nearby_nodes": 3,
"network_redundancy_score": 0.469,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 78.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 84.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 53.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 29.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 2.36,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.6,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 1.85,
"rent_growth_90d_pct": 1.34,
"tenant_expansion_probability": 0.276
... | {
"annualized_noi_impact_usd": -455432,
"annualized_revenue_impact_usd": -609602,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 45,
"estimated_capex_usd": 587800,
"expansion_capture_probability_post_event": 0.159,
"lease_rate_change_pct": -1.65,
"occupancy_shift": 0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.28
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.99
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.721,
"capital_availability": 0.642,
"demand_pressure": 0.545,
"entitlement_friction": 0.706,
"labor_shortage": 0.69,
"portfolio_tightness": 0.622,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-104496",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T07:45:00Z",
"trace_id": "bb193c92-41ff-4b39-9ade-219ff2f0f77c"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.14,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.233,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.36,
"battery_mwh": 1.21,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-26676437A1",
"grid_service_limit_mw": 12.54,
"gross_sqft": 311580,
"infill_site": false,
"lease_expiry_months": 61,
"occ... | {
"capital_availability": 0.287,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.458,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.605,
"nearby_nodes": 5,
"network_redundancy_score": 0.878,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 91.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.4,
"dock_utilization_pct": 84.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 53.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 1.82,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.6,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 2.28,
"tenant_expansion_probability": 0.307... | {
"annualized_noi_impact_usd": -34981,
"annualized_revenue_impact_usd": -49031,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 717327,
"expansion_capture_probability_post_event": 0.194,
"lease_rate_change_pct": -0.72,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.28
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.27
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.406,
"capital_availability": 0.287,
"demand_pressure": 0.555,
"entitlement_friction": 0.605,
"labor_shortage": 0.702,
"portfolio_tightness": 0.532,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-104497",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:01:00Z",
"trace_id": "9e8ef35a-8319-4d51-8e0f-601b37cef1fb"
} | {
"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": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.286,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.141,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.24,
"battery_mwh": 3.38,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-5E0705DDF4",
"grid_service_limit_mw": 11.2,
"gross_sqft": 867962,
"infill_site": true,
"lease_expiry_months": 28,
"occup... | {
"capital_availability": 0.506,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.356,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.383,
"nearby_nodes": 5,
"network_redundancy_score": 0.617,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 89.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.4,
"dock_utilization_pct": 86.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.668,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.82,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.2,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 2.5,
"rent_growth_90d_pct": 2.94,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 148300,
"annualized_revenue_impact_usd": 244816,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 306980,
"expansion_capture_probability_post_event": 0.559,
"lease_rate_change_pct": 2.25,
"occupancy_shift": 0.038,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.87
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.66
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.654,
"capital_availability": 0.506,
"demand_pressure": 0.729,
"entitlement_friction": 0.383,
"labor_shortage": 0.456,
"portfolio_tightness": 0.341,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-104498",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T07:59:00Z",
"trace_id": "e1acc867-c00b-40ec-8f21-58ba4baa6fc1"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"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": 0.25,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.255,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.33,
"battery_mwh": 8.17,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-0FEE819630",
"grid_service_limit_mw": 20.81,
"gross_sqft": 1031727,
"infill_site": true,
"lease_expiry_months": 40,
"oc... | {
"capital_availability": 0.215,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.755,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.113,
"nearby_nodes": 6,
"network_redundancy_score": 0.553,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 91.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38,
"dock_utilization_pct": 87.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.696,
"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": 2.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 91.1,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 4.75,
"rent_growth_90d_pct": 5.67,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 196194,
"annualized_revenue_impact_usd": 325917,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 329397,
"expansion_capture_probability_post_event": 0.569,
"lease_rate_change_pct": 3.69,
"occupancy_shift": 0.031,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.17
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.92
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.421,
"capital_availability": 0.215,
"demand_pressure": 0.698,
"entitlement_friction": 0.113,
"labor_shortage": 0.735,
"portfolio_tightness": 0.561,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-104499",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:30:00Z",
"trace_id": "265211ca-5657-4a91-ba4f-2816987c0fd8"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.401,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.424,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.63,
"battery_mwh": 9.6,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-93CA96CE7A",
"grid_service_limit_mw": 19.92,
"gross_sqft": 924216,
"infill_site": true,
"lease_expiry_months": 47,
"... | {
"capital_availability": 0.777,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.732,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.532,
"nearby_nodes": 7,
"network_redundancy_score": 0.618,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 32.5,
"dock_utilization_pct": 86.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.668,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.19,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.2,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 4.1,
"rent_growth_90d_pct": 4.28,
"tenant_expansion_probability": 0.773
... | {
"annualized_noi_impact_usd": 144900,
"annualized_revenue_impact_usd": 235721,
"cap_rate_pressure_pct": 0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 374490,
"expansion_capture_probability_post_event": 0.747,
"lease_rate_change_pct": 3.86,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.79
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.25
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.219,
"capital_availability": 0.777,
"demand_pressure": 0.687,
"entitlement_friction": 0.532,
"labor_shortage": 0.549,
"portfolio_tightness": 0.514,
... |
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