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": 0.84,
"id": "FORGE-103100",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:47:00Z",
"trace_id": "8d91fa40-db4f-4a7c-a1f4-df778eb25841"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.197,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.271,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.61,
"battery_mwh": 4.97,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 133,
"facility_id": "FAC-B84B1F29E6",
"grid_service_limit_mw": 9.03,
"gross_sqft": 1336992,
"infill_site": false,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.162,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.602,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.691,
"nearby_nodes": 6,
"network_redundancy_score": 0.316,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 90.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 83.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"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": 2.68,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.7,
"occupancy_90d": 0.883,
"rent_growth_30d_pct": 2.62,
"rent_growth_90d_pct": 3.86,
"tenant_expansion_probability": 0.434
} | {
"annualized_noi_impact_usd": -72622,
"annualized_revenue_impact_usd": -100034,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 651427,
"expansion_capture_probability_post_event": 0.318,
"lease_rate_change_pct": 0.73,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.51
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.64
},
{
"action": "lock_power_capacity_reservation",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.252,
"capital_availability": 0.162,
"demand_pressure": 0.454,
"entitlement_friction": 0.691,
"labor_shortage": 0.869,
"portfolio_tightness": 0.691,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-103101",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:25:00Z",
"trace_id": "fa86a32f-7491-417b-aafa-f98cabbe0dbe"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.183,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.118,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.73,
"battery_mwh": 5.62,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-0E28738EB2",
"grid_service_limit_mw": 10.92,
"gross_sqft": 798047,
"infill_site": false,
"lease_expiry_months": 72,
"occ... | {
"capital_availability": 0.392,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.582,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.7,
"nearby_nodes": 6,
"network_redundancy_score": 0.758,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1361... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 82.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 42.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"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": 2.4,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.2,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 1.99,
"rent_growth_90d_pct": 4.02,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -4695,
"annualized_revenue_impact_usd": -7897,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 490892,
"expansion_capture_probability_post_event": 0.307,
"lease_rate_change_pct": 0.84,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.46
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.05
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.763,
"capital_availability": 0.392,
"demand_pressure": 0.435,
"entitlement_friction": 0.7,
"labor_shortage": 0.998,
"portfolio_tightness": 0.715,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-103102",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:54:00Z",
"trace_id": "9beaf8aa-68a0-4129-b445-9dafba0f7dcc"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.4,
"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": 0.193,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.457,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.5,
"battery_mwh": 6.2,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-664D30A419",
"grid_service_limit_mw": 26.58,
"gross_sqft": 1128058,
"infill_site": true,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.698,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.618,
"cross_node_rebalancing_capacity_pct": 0.072,
"entitlement_friction": 0.609,
"nearby_nodes": 8,
"network_redundancy_score": 0.629,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 26.6,
"dock_utilization_pct": 81.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.614,
"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": 2.3,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.2,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 3.1,
"tenant_expansion_probability": 0.505
} | {
"annualized_noi_impact_usd": 71959,
"annualized_revenue_impact_usd": 99746,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 312270,
"expansion_capture_probability_post_event": 0.482,
"lease_rate_change_pct": 1.44,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.87
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 24.31
},
{
"action": "lock_power_capacity_reservation"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.628,
"capital_availability": 0.698,
"demand_pressure": 0.417,
"entitlement_friction": 0.609,
"labor_shortage": 0.499,
"portfolio_tightness": 0.503,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-103103",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:28:00Z",
"trace_id": "e57fa5af-15c5-43be-94d5-856a6baacb2c"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.8,
"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": 0.192,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.107,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.3,
"battery_mwh": 5.24,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 36,
"facility_id": "FAC-19E70E5716",
"grid_service_limit_mw": 8.27,
"gross_sqft": 363820,
"infill_site": true,
"lease_expiry_months": 20,
"occupan... | {
"capital_availability": 0.242,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.309,
"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.545,
"nearby_nodes": 6,
"network_redundancy_score": 0.677,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 82.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 84.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.66,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.4,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 2.69,
"rent_growth_90d_pct": 3.92,
"tenant_expansion_probability": 0.388
} | {
"annualized_noi_impact_usd": -33843,
"annualized_revenue_impact_usd": -51833,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 736946,
"expansion_capture_probability_post_event": 0.256,
"lease_rate_change_pct": 0.33,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.85
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.12
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.398,
"capital_availability": 0.242,
"demand_pressure": 0.439,
"entitlement_friction": 0.545,
"labor_shortage": 0.971,
"portfolio_tightness": 0.714,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-103104",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:09:00Z",
"trace_id": "a3245571-c552-4596-b2e7-cffae615380e"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.45,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.308,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.47,
"battery_mwh": 12.15,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 116,
"facility_id": "FAC-9339BB719E",
"grid_service_limit_mw": 7.42,
"gross_sqft": 1169686,
"infill_site": false,
"lease_expiry_months": 62,
"oc... | {
"capital_availability": 0.549,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.336,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.801,
"nearby_nodes": 8,
"network_redundancy_score": 0.312,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 710... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 87.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 79.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.749,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.88,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 5.08,
"rent_growth_90d_pct": 6.51,
"tenant_expansion_probability": 0.797
... | {
"annualized_noi_impact_usd": 772110,
"annualized_revenue_impact_usd": 992224,
"cap_rate_pressure_pct": 0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 628839,
"expansion_capture_probability_post_event": 0.714,
"lease_rate_change_pct": 4.45,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.45
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.82
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.549,
"demand_pressure": 0.667,
"entitlement_friction": 0.801,
"labor_shortage": 0.826,
"portfolio_tightness": 0.693,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-103105",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:16:00Z",
"trace_id": "1647ad22-3b50-46cc-831b-bda41ea77f57"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.037,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.24,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.56,
"battery_mwh": 7.29,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-7903B44036",
"grid_service_limit_mw": 22.14,
"gross_sqft": 797023,
"infill_site": true,
"lease_expiry_months": 36,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.767,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.381,
"nearby_nodes": 7,
"network_redundancy_score": 0.666,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 936... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.7,
"dock_utilization_pct": 78.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.4,
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"rent_growth_30d_pct": -0.76,
"rent_growth_90d_pct": 0.12,
"tenant_expansion_probability": 0.084
} | {
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"cap_rate_pressure_pct": -0.32,
"decision_horizon_days": 60,
"estimated_capex_usd": 543627,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.29,
"occupancy_shift": -0.012,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.06
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.31
},
{
"action": "lock_powe... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0,
"demand_pressure": 0.266,
"entitlement_friction": 0.381,
"labor_shortage": 0.707,
"portfolio_tightness": 0.446,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-103106",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:48:00Z",
"trace_id": "ca1250fb-87d6-4e8d-af83-ee099004ef10"
} | {
"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": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"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": 0.348,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.399,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.34,
"battery_mwh": 6.39,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-BFFDEAC5AA",
"grid_service_limit_mw": 19.92,
"gross_sqft": 1189675,
"infill_site": true,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.424,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.356,
"cross_node_rebalancing_capacity_pct": 0.194,
"entitlement_friction": 0.585,
"nearby_nodes": 2,
"network_redundancy_score": 0.451,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 85.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 32,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.2,
"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... | {
"build_vs_buy_score": 2.27,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.75,
"rent_growth_90d_pct": 3.13,
"tenant_expansion_probability": 0.68
} | {
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"decision_horizon_days": 90,
"estimated_capex_usd": 367658,
"expansion_capture_probability_post_event": 0.651,
"lease_rate_change_pct": 2.39,
"occupancy_shift": 0.021,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.07
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.16
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.424,
"demand_pressure": 0.632,
"entitlement_friction": 0.585,
"labor_shortage": 0.699,
"portfolio_tightness": 0.463,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-103107",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:54:00Z",
"trace_id": "9e19720f-630d-4313-9a81-2e7f33700a14"
} | {
"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"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.076,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 12,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-40255094E0",
"grid_service_limit_mw": 9.09,
"gross_sqft": 852396,
"infill_site": false,
"lease_expiry_months": 41,
"o... | {
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"entitlement_friction": 0.806,
"nearby_nodes": 7,
"network_redundancy_score": 0.707,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 37544... | [
{
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"dock_utilization_pct": 85.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 48.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.9,
"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": "high",
"forecast_pressure... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.94,
"rent_growth_30d_pct": 2.3,
"rent_growth_90d_pct": 1.66,
"tenant_expansion_probability": 0.5... | {
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"lease_rate_change_pct": -0.31,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
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{
"action": "secure_pop_up_capacity",
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"score": 44.88
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 41.83
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.2,
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"entitlement_friction": 0.806,
"labor_shortage": 0.982,
"portfolio_tightness": 0.645,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-103108",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:35:00Z",
"trace_id": "6706e4df-6c0a-4d6c-931f-fd3d227c93bb"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.45,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.49,
"battery_mwh": 9.11,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-847D1564DF",
"grid_service_limit_mw": 11.88,
"gross_sqft": 944611,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.344,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.557,
"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.689,
"nearby_nodes": 8,
"network_redundancy_score": 0.803,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 98.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.6,
"dock_utilization_pct": 91.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"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": 1.7,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.22,
"rent_growth_90d_pct": 4.56,
"tenant_expansion_probability": 0.5
} | {
"annualized_noi_impact_usd": 53311,
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"expansion_capture_probability_post_event": 0.416,
"lease_rate_change_pct": 2.65,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.8
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.13
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.344,
"demand_pressure": 0.921,
"entitlement_friction": 0.689,
"labor_shortage": 0.611,
"portfolio_tightness": 0.533,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-103109",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T07:31:00Z",
"trace_id": "1c7912f5-7b78-4fdf-a2b6-089c4f7d04b7"
} | {
"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": "250m_500m",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.34,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 6.98,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 147,
"facility_id": "FAC-AD88C352CF",
"grid_service_limit_mw": 16.45,
"gross_sqft": 1478047,
"infill_site": false,
"lease_expiry_months": 52,
"o... | {
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"cross_node_rebalancing_capacity_pct": 0.143,
"entitlement_friction": 0.264,
"nearby_nodes": 3,
"network_redundancy_score": 0.756,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 20... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.2,
"dock_utilization_pct": 84.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.1,
"shift_fi... | {
"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": "high",
"forecast_pres... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.43,
"rent_growth_90d_pct": 4.68,
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} | {
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"lease_rate_change_pct": 3.11,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 51.16
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.31
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.393,
"capital_availability": 0.602,
"demand_pressure": 0.631,
"entitlement_friction": 0.264,
"labor_shortage": 0.738,
"portfolio_tightness": 0.331,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-103110",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:02:00Z",
"trace_id": "de757fc0-3eb6-4727-bac2-06326e4c2fb0"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.303,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.153,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.36,
"battery_mwh": 2.12,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-D8B4F1B9F6",
"grid_service_limit_mw": 16.83,
"gross_sqft": 352585,
"infill_site": true,
"lease_expiry_months": 33,
"occu... | {
"capital_availability": 0.019,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.585,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.336,
"nearby_nodes": 8,
"network_redundancy_score": 0.692,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 109360... | [
{
"appointment_fill_pct": 91.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 88.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.4,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": 2.26,
"rent_growth_90d_pct": 3.05,
"tenant_expansion_probability": 0.52... | {
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"annualized_revenue_impact_usd": 56043,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 328754,
"expansion_capture_probability_post_event": 0.458,
"lease_rate_change_pct": 2.35,
"occupancy_shift": 0.022,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.56
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.01
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.688,
"capital_availability": 0.019,
"demand_pressure": 0.777,
"entitlement_friction": 0.336,
"labor_shortage": 0.531,
"portfolio_tightness": 0.468,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-103111",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:22:00Z",
"trace_id": "0890ec3c-560b-4603-9d01-856d45140ef6"
} | {
"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": "labor_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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.289,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.241,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.46,
"battery_mwh": 10.61,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-EA376AB24E",
"grid_service_limit_mw": 16.25,
"gross_sqft": 1130764,
"infill_site": false,
"lease_expiry_months": 67,
"... | {
"capital_availability": 0.314,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.273,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.341,
"nearby_nodes": 2,
"network_redundancy_score": 0.367,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 164601... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 81.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 63.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"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,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.3,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 0.65,
"rent_growth_90d_pct": -0.2,
"tenant_expansion_probability": 0.494
} | {
"annualized_noi_impact_usd": -17785,
"annualized_revenue_impact_usd": -25731,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 501833,
"expansion_capture_probability_post_event": 0.404,
"lease_rate_change_pct": -0.97,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.42
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.1
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.399,
"capital_availability": 0.314,
"demand_pressure": 0.448,
"entitlement_friction": 0.341,
"labor_shortage": 0.825,
"portfolio_tightness": 0.422,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-103112",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:45:00Z",
"trace_id": "c153725a-ff84-4bc3-8001-f6f31f93e30b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.263,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.282,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.74,
"battery_mwh": 11.26,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-CA3D7BF4B8",
"grid_service_limit_mw": 14.61,
"gross_sqft": 708385,
"infill_site": false,
"lease_expiry_months": 21,
"oc... | {
"capital_availability": 0.543,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.431,
"cross_node_rebalancing_capacity_pct": 0.102,
"entitlement_friction": 0.641,
"nearby_nodes": 3,
"network_redundancy_score": 0.361,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.1,
"dock_utilization_pct": 85.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.63,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.2,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 0.77,
"rent_growth_90d_pct": 1.94,
"tenant_expansion_probability": 0.458
} | {
"annualized_noi_impact_usd": -27986,
"annualized_revenue_impact_usd": -42582,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 568938,
"expansion_capture_probability_post_event": 0.358,
"lease_rate_change_pct": 0.13,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.76
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.27
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.4,
"capital_availability": 0.543,
"demand_pressure": 0.648,
"entitlement_friction": 0.641,
"labor_shortage": 0.854,
"portfolio_tightness": 0.357,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-103113",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T07:51:00Z",
"trace_id": "0e74020c-5192-4d4f-9d1d-e87d35afcb59"
} | {
"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": 7.3,
"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": 0.245,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.226,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.71,
"battery_mwh": 5.54,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-0E2DD70F2D",
"grid_service_limit_mw": 10.44,
"gross_sqft": 947138,
"infill_site": true,
"lease_expiry_months": 9,
"occup... | {
"capital_availability": 0.506,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.562,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.702,
"nearby_nodes": 7,
"network_redundancy_score": 0.319,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 49... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.7,
"dock_utilization_pct": 84.6,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.681,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.94,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.1,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 4.52,
"rent_growth_90d_pct": 4.09,
"tenant_expansion_probability": 0.613
... | {
"annualized_noi_impact_usd": 373828,
"annualized_revenue_impact_usd": 495950,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 634279,
"expansion_capture_probability_post_event": 0.564,
"lease_rate_change_pct": 1.84,
"occupancy_shift": 0.023,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.74
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.34
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.196,
"capital_availability": 0.506,
"demand_pressure": 0.536,
"entitlement_friction": 0.702,
"labor_shortage": 0.726,
"portfolio_tightness": 0.681,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-103114",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:21:00Z",
"trace_id": "e55b9517-5a42-4cdd-80de-5df83b15a2a9"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.253,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.196,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.45,
"battery_mwh": 1.35,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-3668AB1B5E",
"grid_service_limit_mw": 13.2,
"gross_sqft": 825027,
"infill_site": true,
"lease_expiry_months": 20,
"... | {
"capital_availability": 0.659,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.294,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.779,
"nearby_nodes": 4,
"network_redundancy_score": 0.41,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 83.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"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": 2.33,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 1.59,
"rent_growth_90d_pct": 0.69,
"tenant_expansion_probability": 0.461
} | {
"annualized_noi_impact_usd": -20372,
"annualized_revenue_impact_usd": -26477,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 489072,
"expansion_capture_probability_post_event": 0.356,
"lease_rate_change_pct": -0.85,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.72
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.17
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.745,
"capital_availability": 0.659,
"demand_pressure": 0.5,
"entitlement_friction": 0.779,
"labor_shortage": 0.72,
"portfolio_tightness": 0.633,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.706,
"id": "FORGE-103115",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:58:00Z",
"trace_id": "57c3e702-fac2-450f-ba3f-136f3cde7f6b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.6,
"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": 0.047,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.203,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.69,
"battery_mwh": 1.69,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-984AB5147C",
"grid_service_limit_mw": 16.08,
"gross_sqft": 1025681,
"infill_site": true,
"lease_expiry_months": 45,
"oc... | {
"capital_availability": 0.423,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.531,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.669,
"nearby_nodes": 3,
"network_redundancy_score": 0.639,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 32.9,
"dock_utilization_pct": 82.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 33.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.627,
"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": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.1,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 2.17,
"rent_growth_90d_pct": 2.06,
"tenant_expansion_probability": 0.33
} | {
"annualized_noi_impact_usd": 4566,
"annualized_revenue_impact_usd": 6819,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 458360,
"expansion_capture_probability_post_event": 0.3,
"lease_rate_change_pct": -0.68,
"occupancy_shift": 0.022,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 24.56
},
{
"action": "delay_spec_development"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.65,
"capital_availability": 0.423,
"demand_pressure": 0.456,
"entitlement_friction": 0.669,
"labor_shortage": 0.521,
"portfolio_tightness": 0.513,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-103116",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:57:00Z",
"trace_id": "16e1ab23-c4a8-47d5-8f68-de33841f67d9"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.091,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.334,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.78,
"battery_mwh": 8.15,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-1A56ADCD18",
"grid_service_limit_mw": 22.48,
"gross_sqft": 659417,
"infill_site": false,
"lease_expiry_months": 30,
"occ... | {
"capital_availability": 0.449,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.76,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.11,
"nearby_nodes": 6,
"network_redundancy_score": 0.482,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.1,
"dock_utilization_pct": 79.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"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": 1.8,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.6,
"occupancy_90d": 0.89,
"rent_growth_30d_pct": 0.49,
"rent_growth_90d_pct": 0.97,
"tenant_expansion_probability": 0.224
} | {
"annualized_noi_impact_usd": -121610,
"annualized_revenue_impact_usd": -166794,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 60,
"estimated_capex_usd": 669354,
"expansion_capture_probability_post_event": 0.127,
"lease_rate_change_pct": -1.77,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.75
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.86
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.749,
"capital_availability": 0.449,
"demand_pressure": 0.313,
"entitlement_friction": 0.11,
"labor_shortage": 0.825,
"portfolio_tightness": 0.513,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-103117",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:05:00Z",
"trace_id": "33a91f01-970a-4350-9634-811b2b3bf8da"
} | {
"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,
"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": 0.003,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.291,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.72,
"battery_mwh": 6.33,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-A2A81EF04E",
"grid_service_limit_mw": 9,
"gross_sqft": 530374,
"infill_site": true,
"lease_expiry_months": 57,
"occupanc... | {
"capital_availability": 0.408,
"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.722,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.333,
"nearby_nodes": 2,
"network_redundancy_score": 0.494,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 29... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 79.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 66.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"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": 2.41,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.1,
"occupancy_90d": 0.878,
"rent_growth_30d_pct": 0.92,
"rent_growth_90d_pct": 3.46,
"tenant_expansion_probability": 0.146
} | {
"annualized_noi_impact_usd": -238344,
"annualized_revenue_impact_usd": -346752,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 598457,
"expansion_capture_probability_post_event": 0.043,
"lease_rate_change_pct": -0.77,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.07
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.76
},
{
"action": "defer_noncritical_projects",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.874,
"capital_availability": 0.408,
"demand_pressure": 0.302,
"entitlement_friction": 0.333,
"labor_shortage": 0.862,
"portfolio_tightness": 0.629,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-103118",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:35:00Z",
"trace_id": "3e1ec513-4b18-4e56-beb2-2c501a96bbca"
} | {
"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": "network_latency",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.035,
"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":... | {
"automation_penetration": 0.8,
"battery_mwh": 0.15,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-AB9D55CA0D",
"grid_service_limit_mw": 14.21,
"gross_sqft": 452631,
"infill_site": false,
"lease_expiry_months": 14,
"occu... | {
"capital_availability": 0.668,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.41,
"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.825,
"nearby_nodes": 2,
"network_redundancy_score": 0.84,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.6,
"dock_utilization_pct": 81.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"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": 2.37,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.6,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 1.33,
"rent_growth_90d_pct": 2.02,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -202293,
"annualized_revenue_impact_usd": -328211,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 526043,
"expansion_capture_probability_post_event": 0.074,
"lease_rate_change_pct": -1.93,
"occupancy_shift": -0.015,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.09
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.55
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.692,
"capital_availability": 0.668,
"demand_pressure": 0.384,
"entitlement_friction": 0.825,
"labor_shortage": 0.735,
"portfolio_tightness": 0.671,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-103119",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:21:00Z",
"trace_id": "d6f1bbef-9776-40c8-bc96-15dbbe409213"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": false,
"growth_rate": 0.193,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.435,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.27,
"battery_mwh": 6.43,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-40604A9720",
"grid_service_limit_mw": 21.03,
"gross_sqft": 850406,
"infill_site": false,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.386,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.57,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.501,
"nearby_nodes": 8,
"network_redundancy_score": 0.815,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 88.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.5,
"dock_utilization_pct": 83.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.732,
"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": 1.97,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.4,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 3.53,
"tenant_expansion_probability": 0.459
} | {
"annualized_noi_impact_usd": -1507,
"annualized_revenue_impact_usd": -2028,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 325624,
"expansion_capture_probability_post_event": 0.391,
"lease_rate_change_pct": 1.7,
"occupancy_shift": -0.003,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.1
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.24
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.253,
"capital_availability": 0.386,
"demand_pressure": 0.498,
"entitlement_friction": 0.501,
"labor_shortage": 0.613,
"portfolio_tightness": 0.564,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-103120",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:47:00Z",
"trace_id": "745bce61-7007-4fc8-9531-f1c5df77b297"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.372,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.377,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.66,
"battery_mwh": 7.23,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 128,
"facility_id": "FAC-C2201A77CC",
"grid_service_limit_mw": 7.07,
"gross_sqft": 1286373,
"infill_site": true,
"lease_expiry_months": 71,
"occu... | {
"capital_availability": 0.529,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.338,
"cross_node_rebalancing_capacity_pct": 0.154,
"entitlement_friction": 0.4,
"nearby_nodes": 3,
"network_redundancy_score": 0.322,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 2045... | [
{
"appointment_fill_pct": 84,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53,
"dock_utilization_pct": 87.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 27.1,
"shift_fill_ra... | {
"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": 2.4,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.6,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 2.76,
"rent_growth_90d_pct": 2.49,
"tenant_expansion_probability": 0.523
} | {
"annualized_noi_impact_usd": -158213,
"annualized_revenue_impact_usd": -205615,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 774484,
"expansion_capture_probability_post_event": 0.391,
"lease_rate_change_pct": 0.67,
"occupancy_shift": -0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.22
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.55
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.825,
"capital_availability": 0.529,
"demand_pressure": 0.711,
"entitlement_friction": 0.4,
"labor_shortage": 0.929,
"portfolio_tightness": 0.605,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-103121",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:47:00Z",
"trace_id": "3d33fd12-2826-4558-8bc5-22bdb0bd7da1"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.352,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.331,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.54,
"battery_mwh": 8.8,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-C80968F358",
"grid_service_limit_mw": 15.76,
"gross_sqft": 442187,
"infill_site": true,
"lease_expiry_months": 14,
"... | {
"capital_availability": 0.785,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.78,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.475,
"nearby_nodes": 4,
"network_redundancy_score": 0.569,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
"appointment_fill_pct": 93.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.2,
"dock_utilization_pct": 86.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_... | {
"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": "moderate",
"forecast... | {
"build_vs_buy_score": 2.66,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.4,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 2.95,
"rent_growth_90d_pct": 4.24,
"tenant_expansion_probability": 0.574... | {
"annualized_noi_impact_usd": 64789,
"annualized_revenue_impact_usd": 88670,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 680864,
"expansion_capture_probability_post_event": 0.464,
"lease_rate_change_pct": 2.42,
"occupancy_shift": 0.004,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.64
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.92
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.238,
"capital_availability": 0.785,
"demand_pressure": 0.688,
"entitlement_friction": 0.475,
"labor_shortage": 0.797,
"portfolio_tightness": 0.551,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-103122",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:21:00Z",
"trace_id": "ea63a874-f83c-40b1-9168-111bc69a28f1"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.265,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.467,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.61,
"battery_mwh": 4.92,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-CEC6CE3F20",
"grid_service_limit_mw": 14.62,
"gross_sqft": 1009806,
"infill_site": true,
"lease_expiry_months": 70,
"oc... | {
"capital_availability": 0.424,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.809,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.428,
"nearby_nodes": 6,
"network_redundancy_score": 0.489,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37,
"dock_utilization_pct": 84.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.4,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.655,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.18,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85,
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"rent_growth_30d_pct": 3.27,
"rent_growth_90d_pct": 1.92,
"tenant_expansion_probability": 0.616
} | {
"annualized_noi_impact_usd": 98346,
"annualized_revenue_impact_usd": 147985,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 389778,
"expansion_capture_probability_post_event": 0.597,
"lease_rate_change_pct": 1.11,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.32
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.61
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.424,
"demand_pressure": 0.575,
"entitlement_friction": 0.428,
"labor_shortage": 0.616,
"portfolio_tightness": 0.471,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-103123",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:18:00Z",
"trace_id": "0097ba4a-cd6c-490f-adf7-7a4f28f8b9bb"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.419,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.277,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.35,
"battery_mwh": 2.46,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-FC5AF1DE67",
"grid_service_limit_mw": 14.53,
"gross_sqft": 1074769,
"infill_site": false,
"lease_expiry_months": 41,... | {
"capital_availability": 0.356,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.5,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.545,
"nearby_nodes": 2,
"network_redundancy_score": 0.346,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 104... | [
{
"appointment_fill_pct": 92.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.8,
"dock_utilization_pct": 87.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 47.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.83,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.67,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.9,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 1.8,
"rent_growth_90d_pct": 1.72,
"tenant_expansion_probability": 0.639
} | {
"annualized_noi_impact_usd": 88624,
"annualized_revenue_impact_usd": 150350,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.54,
"lease_rate_change_pct": 1.22,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 55.91
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.52
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.45,
"capital_availability": 0.356,
"demand_pressure": 0.771,
"entitlement_friction": 0.545,
"labor_shortage": 0.863,
"portfolio_tightness": 0.403,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-103124",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:44:00Z",
"trace_id": "2c65e4c4-9156-4376-a19e-d0020a449c1b"
} | {
"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": 8.9,
"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": 0.418,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.395,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.27,
"battery_mwh": 4.35,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-E86A9F4709",
"grid_service_limit_mw": 24.21,
"gross_sqft": 795490,
"infill_site": true,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.393,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.503,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.178,
"nearby_nodes": 3,
"network_redundancy_score": 0.871,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 108002... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.1,
"dock_utilization_pct": 85.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.6,
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"rent_growth_30d_pct": 1.35,
"rent_growth_90d_pct": 2.17,
"tenant_expansion_probability": 0.558
} | {
"annualized_noi_impact_usd": 8550,
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"decision_horizon_days": 90,
"estimated_capex_usd": 708258,
"expansion_capture_probability_post_event": 0.451,
"lease_rate_change_pct": 1.54,
"occupancy_shift": -0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 45.39
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 44.35
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.393,
"demand_pressure": 0.653,
"entitlement_friction": 0.178,
"labor_shortage": 0.708,
"portfolio_tightness": 0.408,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-103125",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:34:00Z",
"trace_id": "e93ecc06-5f51-43c0-9ca3-af72a8f2d31a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.403,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.228,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.62,
"battery_mwh": 3.44,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-9984163146",
"grid_service_limit_mw": 16.17,
"gross_sqft": 445212,
"infill_site": true,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.667,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.592,
"cross_node_rebalancing_capacity_pct": 0.216,
"entitlement_friction": 0.303,
"nearby_nodes": 8,
"network_redundancy_score": 0.835,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 88,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.8,
"dock_utilization_pct": 85.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.715,
"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": 1.97,
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.932,
"rent_growth_30d_pct": 2.56,
"rent_growth_90d_pct": 3.91,
"tenant_expansion_probability": 0.723... | {
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"annualized_revenue_impact_usd": 132928,
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"decision_horizon_days": 60,
"estimated_capex_usd": 383277,
"expansion_capture_probability_post_event": 0.689,
"lease_rate_change_pct": 3.11,
"occupancy_shift": 0.031,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 54.58
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.92
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.667,
"demand_pressure": 0.675,
"entitlement_friction": 0.303,
"labor_shortage": 0.911,
"portfolio_tightness": 0.327,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-103126",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:46:00Z",
"trace_id": "13da38f7-62e6-4a60-88cd-570e1ca15051"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.478,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 8.73,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-F250B6532A",
"grid_service_limit_mw": 21.59,
"gross_sqft": 592223,
"infill_site": false,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.341,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.444,
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"entitlement_friction": 0.188,
"nearby_nodes": 2,
"network_redundancy_score": 0.561,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86.3,
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"dock_utilization_pct": 80.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 0.53,
"rent_growth_90d_pct": 1.87,
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} | {
"annualized_noi_impact_usd": -90909,
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"expansion_capture_probability_post_event": 0.099,
"lease_rate_change_pct": -1.2,
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"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 33.63
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.99
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.72,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-103127",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:12:00Z",
"trace_id": "cebe13c0-73f1-412b-88a1-8b1dd18d6bf5"
} | {
"airport_proximity_km": 21,
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"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.144,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 5.74,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-15C8331A30",
"grid_service_limit_mw": 14.65,
"gross_sqft": 661837,
"infill_site": true,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.064,
"cluster_utilization_pct": 0.864,
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"nearby_nodes": 4,
"network_redundancy_score": 0.857,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 74.9,
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"dock_utilization_pct": 81.3,
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"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"rent_growth_30d_pct": 0.93,
"rent_growth_90d_pct": 2.63,
"tenant_expansion_probability": 0.289
} | {
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"expansion_capture_probability_post_event": 0.198,
"lease_rate_change_pct": -0.17,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 29.13
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.95
},
{
"action": "rebalance_carrier_mix",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.675,
"capital_availability": 0.064,
"demand_pressure": 0.387,
"entitlement_friction": 0.635,
"labor_shortage": 0.608,
"portfolio_tightness": 0.587,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-103128",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:29:00Z",
"trace_id": "f03260ec-3e13-4b0b-9d8c-be6717478610"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.346,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.138,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.51,
"battery_mwh": 3.07,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-16E5CF173B",
"grid_service_limit_mw": 8.19,
"gross_sqft": 1229782,
"infill_site": true,
"lease_expiry_months": 34,
"occ... | {
"capital_availability": 0.476,
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"competitive_pressure_score": 0.628,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.499,
"nearby_nodes": 2,
"network_redundancy_score": 0.369,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 116... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 87.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"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": 2.34,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 74.8,
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"rent_growth_30d_pct": 2.4,
"rent_growth_90d_pct": 4.11,
"tenant_expansion_probability": 0.582
} | {
"annualized_noi_impact_usd": 219676,
"annualized_revenue_impact_usd": 370591,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.489,
"lease_rate_change_pct": 2.45,
"occupancy_shift": 0.019,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.08
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.52
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.829,
"capital_availability": 0.476,
"demand_pressure": 0.698,
"entitlement_friction": 0.499,
"labor_shortage": 1,
"portfolio_tightness": 0.584,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-103129",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T08:29:00Z",
"trace_id": "2f1ee816-21b7-4744-892d-0ce9dd9ec113"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"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": 0.396,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.111,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.39,
"battery_mwh": 7.24,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 84,
"facility_id": "FAC-04CCBA5961",
"grid_service_limit_mw": 14.14,
"gross_sqft": 849697,
"infill_site": true,
"lease_expiry_months": 14,
"... | {
"capital_availability": 0.342,
"cluster_utilization_pct": 0.922,
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"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.52,
"nearby_nodes": 4,
"network_redundancy_score": 0.625,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1784397,... | [
{
"appointment_fill_pct": 80.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.8,
"dock_utilization_pct": 85.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 85.2,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 25.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"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": 1.83,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.911,
"rent_growth_30d_pct": 0.87,
"rent_growth_90d_pct": 2.6,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 4900,
"annualized_revenue_impact_usd": 7079,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 554344,
"expansion_capture_probability_post_event": 0.418,
"lease_rate_change_pct": 1.54,
"occupancy_shift": 0.01,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.26
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.45
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.544,
"capital_availability": 0.342,
"demand_pressure": 0.66,
"entitlement_friction": 0.52,
"labor_shortage": 0.618,
"portfolio_tightness": 0.369,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-103130",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:57:00Z",
"trace_id": "b49db5fc-73c5-4c58-aa79-480b961941af"
} | {
"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": 8.8,
"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": 0.175,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.26,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.19,
"battery_mwh": 9.36,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-5B6D23EFC7",
"grid_service_limit_mw": 11.23,
"gross_sqft": 509800,
"infill_site": false,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.521,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.74,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.803,
"nearby_nodes": 8,
"network_redundancy_score": 0.565,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 93.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 54.3,
"dock_utilization_pct": 87.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.83,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.33,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.8,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 2.22,
"rent_growth_90d_pct": 2.84,
"tenant_expansion_probability": 0.371
} | {
"annualized_noi_impact_usd": -11458,
"annualized_revenue_impact_usd": -16158,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 561500,
"expansion_capture_probability_post_event": 0.256,
"lease_rate_change_pct": -0.33,
"occupancy_shift": 0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.99
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.77
},
{
"action": "secure_pop_up_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.638,
"capital_availability": 0.521,
"demand_pressure": 0.726,
"entitlement_friction": 0.803,
"labor_shortage": 0.958,
"portfolio_tightness": 0.557,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-103131",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:53:00Z",
"trace_id": "ef0d5459-6316-45ef-821f-8cf5233eadb7"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.3,
"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": 0.246,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.151,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.72,
"battery_mwh": 1.54,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 139,
"facility_id": "FAC-4C1A7FAC60",
"grid_service_limit_mw": 14.03,
"gross_sqft": 1392152,
"infill_site": true,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.498,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.46,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.469,
"nearby_nodes": 7,
"network_redundancy_score": 0.336,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 241375,... | [
{
"appointment_fill_pct": 95.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.2,
"dock_utilization_pct": 88.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 84.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.859,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.3,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 2.45,
"tenant_expansion_probability": 0.369
} | {
"annualized_noi_impact_usd": -11373,
"annualized_revenue_impact_usd": -15557,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 737940,
"expansion_capture_probability_post_event": 0.251,
"lease_rate_change_pct": 0.05,
"occupancy_shift": 0.016,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.96
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.14
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.569,
"capital_availability": 0.498,
"demand_pressure": 0.824,
"entitlement_friction": 0.469,
"labor_shortage": 0.761,
"portfolio_tightness": 0.371,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-103132",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:06:00Z",
"trace_id": "bd8c2837-eec4-4299-94b6-78e63888f9e8"
} | {
"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": 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": 0.421,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.277,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.35,
"battery_mwh": 2.38,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-3BBCE22590",
"grid_service_limit_mw": 15.54,
"gross_sqft": 926969,
"infill_site": true,
"lease_expiry_months": 8,
"... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.352,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.558,
"nearby_nodes": 4,
"network_redundancy_score": 0.877,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.3,
"dock_utilization_pct": 85.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.8,
"shift_fi... | {
"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": "very_high",
"fore... | {
"build_vs_buy_score": 2.03,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.6,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 1.63,
"rent_growth_90d_pct": 1.59,
"tenant_expansion_probability": 0.638
} | {
"annualized_noi_impact_usd": 117440,
"annualized_revenue_impact_usd": 170504,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 519635,
"expansion_capture_probability_post_event": 0.544,
"lease_rate_change_pct": 1.41,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.06
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.76
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.747,
"capital_availability": 0,
"demand_pressure": 0.61,
"entitlement_friction": 0.558,
"labor_shortage": 0.706,
"portfolio_tightness": 0.537,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-103133",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:45:00Z",
"trace_id": "b0c63251-b9ce-4674-aff7-dbe4ccfe713c"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"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": 0.167,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.435,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.68,
"battery_mwh": 7.52,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 71,
"facility_id": "FAC-023AAEB4B3",
"grid_service_limit_mw": 12.09,
"gross_sqft": 717647,
"infill_site": false,
"lease_expiry_months": 69,
... | {
"capital_availability": 0.323,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.554,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.843,
"nearby_nodes": 6,
"network_redundancy_score": 0.742,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 52... | [
{
"appointment_fill_pct": 87,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 81.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.4,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.44,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 1.42,
"rent_growth_90d_pct": 2.7,
"tenant_expansion_probability": 0.364
} | {
"annualized_noi_impact_usd": -143540,
"annualized_revenue_impact_usd": -199330,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 636052,
"expansion_capture_probability_post_event": 0.237,
"lease_rate_change_pct": -0.58,
"occupancy_shift": -0.017,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.27
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.54
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.556,
"capital_availability": 0.323,
"demand_pressure": 0.351,
"entitlement_friction": 0.843,
"labor_shortage": 0.861,
"portfolio_tightness": 0.683,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-103134",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:40:00Z",
"trace_id": "4d1ddc34-44a2-48f5-a7f9-1306707f4a5b"
} | {
"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.163,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.069,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.6,
"battery_mwh": 11.28,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-94600B0B1A",
"grid_service_limit_mw": 10.2,
"gross_sqft": 479504,
"infill_site": true,
"lease_expiry_months": 55,
"occup... | {
"capital_availability": 0.353,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.497,
"cross_node_rebalancing_capacity_pct": 0.095,
"entitlement_friction": 0.699,
"nearby_nodes": 5,
"network_redundancy_score": 0.532,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 89.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.7,
"dock_utilization_pct": 84.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.62,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.6,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 2.66,
"rent_growth_90d_pct": 3.18,
"tenant_expansion_probability": 0.424
} | {
"annualized_noi_impact_usd": 12308,
"annualized_revenue_impact_usd": 17739,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 445934,
"expansion_capture_probability_post_event": 0.325,
"lease_rate_change_pct": 0.26,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.1
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.47
},
{
"action": "offer_preemptive... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.302,
"capital_availability": 0.353,
"demand_pressure": 0.535,
"entitlement_friction": 0.699,
"labor_shortage": 0.923,
"portfolio_tightness": 0.656,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-103135",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:19:00Z",
"trace_id": "22cb0471-c103-4e71-aeeb-ba00fc53a164"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.308,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.299,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.3,
"battery_mwh": 0.08,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-5274FA24FF",
"grid_service_limit_mw": 13.38,
"gross_sqft": 813239,
"infill_site": false,
"lease_expiry_months": 31,
"occu... | {
"capital_availability": 0.512,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.491,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.107,
"nearby_nodes": 2,
"network_redundancy_score": 0.712,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 534002,... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.1,
"dock_utilization_pct": 88,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 62,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.704,
"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": 2.43,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 88.2,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 4.77,
"rent_growth_90d_pct": 6.96,
"tenant_expansion_probability": 0.613
} | {
"annualized_noi_impact_usd": 219556,
"annualized_revenue_impact_usd": 306292,
"cap_rate_pressure_pct": 0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 469263,
"expansion_capture_probability_post_event": 0.586,
"lease_rate_change_pct": 5.13,
"occupancy_shift": 0.027,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.26
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.61
},
{
"action": "raise... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.346,
"capital_availability": 0.512,
"demand_pressure": 0.762,
"entitlement_friction": 0.107,
"labor_shortage": 0.509,
"portfolio_tightness": 0.509,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-103136",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:28:00Z",
"trace_id": "2d03e975-fcb0-4400-bdad-5ff13a0379ac"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.336,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.183,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.34,
"battery_mwh": 4.55,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-5236AE79F2",
"grid_service_limit_mw": 16.9,
"gross_sqft": 754061,
"infill_site": false,
"lease_expiry_months": 59,
"occu... | {
"capital_availability": 0.341,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.716,
"cross_node_rebalancing_capacity_pct": 0.042,
"entitlement_friction": 0.355,
"nearby_nodes": 4,
"network_redundancy_score": 0.394,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 92.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 87.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"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": 1.94,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.95,
"rent_growth_90d_pct": 4.33,
"tenant_expansion_probability": 0.607
} | {
"annualized_noi_impact_usd": 58629,
"annualized_revenue_impact_usd": 94834,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 392533,
"expansion_capture_probability_post_event": 0.54,
"lease_rate_change_pct": 3.34,
"occupancy_shift": 0,
"service_penalty_risk_usd": 11... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.7
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.69
},
{
"action": "offer_preempti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.334,
"capital_availability": 0.341,
"demand_pressure": 0.753,
"entitlement_friction": 0.355,
"labor_shortage": 0.707,
"portfolio_tightness": 0.51,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-103137",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:15:00Z",
"trace_id": "4f63750f-ef76-4c62-b810-97532e9144d3"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.112,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.31,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.81,
"battery_mwh": 4.99,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-D4202312A1",
"grid_service_limit_mw": 11.96,
"gross_sqft": 1108904,
"infill_site": true,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.087,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.483,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.666,
"nearby_nodes": 8,
"network_redundancy_score": 0.628,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 74.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 81.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.74,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.6,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.1,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 0.54,
"rent_growth_90d_pct": -0.69,
"tenant_expansion_probability": 0.322
} | {
"annualized_noi_impact_usd": -136425,
"annualized_revenue_impact_usd": -214648,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 60,
"estimated_capex_usd": 542190,
"expansion_capture_probability_post_event": 0.237,
"lease_rate_change_pct": -2.65,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.94
},
{
"action": "rebalance_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.811,
"capital_availability": 0.087,
"demand_pressure": 0.403,
"entitlement_friction": 0.666,
"labor_shortage": 0.837,
"portfolio_tightness": 0.557,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-103138",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:38:00Z",
"trace_id": "ca018bf0-fb21-4ed2-9aec-23a932a24132"
} | {
"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": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": -0.033,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.384,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.72,
"battery_mwh": 11.94,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 44,
"facility_id": "FAC-0E7A694C78",
"grid_service_limit_mw": 19.42,
"gross_sqft": 444467,
"infill_site": true,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.531,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.754,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.422,
"nearby_nodes": 5,
"network_redundancy_score": 0.641,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 5... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.7,
"dock_utilization_pct": 79.8,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 81.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.725,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.17,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.9,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 1.98,
"rent_growth_90d_pct": 2.33,
"tenant_expansion_probability": 0.223
} | {
"annualized_noi_impact_usd": -42671,
"annualized_revenue_impact_usd": -60373,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 807931,
"expansion_capture_probability_post_event": 0.142,
"lease_rate_change_pct": -2.25,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 42.64
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.48
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.073,
"capital_availability": 0.531,
"demand_pressure": 0.354,
"entitlement_friction": 0.422,
"labor_shortage": 0.944,
"portfolio_tightness": 0.415,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-103139",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:38:00Z",
"trace_id": "68886bc8-1ef1-44a8-ae9c-f169986603fc"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.016,
"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,
"ser... | {
"automation_penetration": 0.77,
"battery_mwh": 1,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-76BEDB95B1",
"grid_service_limit_mw": 16.93,
"gross_sqft": 1018196,
"infill_site": true,
"lease_expiry_months": 69,
"... | {
"capital_availability": 0.475,
"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.305,
"cross_node_rebalancing_capacity_pct": 0.127,
"entitlement_friction": 0.538,
"nearby_nodes": 7,
"network_redundancy_score": 0.546,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 28.2,
"dock_utilization_pct": 79.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 63.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.641,
"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": 2.12,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.1,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 2.07,
"rent_growth_90d_pct": 1.54,
"tenant_expansion_probability": 0.281
} | {
"annualized_noi_impact_usd": -114506,
"annualized_revenue_impact_usd": -179978,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 658632,
"expansion_capture_probability_post_event": 0.232,
"lease_rate_change_pct": -1.76,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.35
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.35
},
{
"action": "monitor_and_stage",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.475,
"demand_pressure": 0.285,
"entitlement_friction": 0.538,
"labor_shortage": 0.601,
"portfolio_tightness": 0.537,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-103140",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:28:00Z",
"trace_id": "f65e0eb7-c21d-4f5d-b024-d8fd8613b86c"
} | {
"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": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.07,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.339,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.5,
"battery_mwh": 5.4,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-F8C0B13E9F",
"grid_service_limit_mw": 21.62,
"gross_sqft": 982803,
"infill_site": true,
"lease_expiry_months": 10,
"occupa... | {
"capital_availability": 0.421,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.767,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.553,
"nearby_nodes": 3,
"network_redundancy_score": 0.775,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 78.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.719,
"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": 2.16,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.979,
"rent_growth_30d_pct": 0.07,
"rent_growth_90d_pct": 2.63,
"tenant_expansion_probabilit... | {
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"annualized_revenue_impact_usd": -253024,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 625191,
"expansion_capture_probability_post_event": 0.157,
"lease_rate_change_pct": -0.52,
"occupancy_shift": -0.015,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.57
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.52
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.421,
"demand_pressure": 0.231,
"entitlement_friction": 0.553,
"labor_shortage": 0.686,
"portfolio_tightness": 0.536,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-103141",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:17:00Z",
"trace_id": "086eb95b-c2f9-4c99-8a22-bcdd5dce7a30"
} | {
"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": 8.8,
"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": 0.19,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.34,
"seasonality": 0.33,
"servic... | {
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"battery_mwh": 10.63,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-3014747429",
"grid_service_limit_mw": 14.92,
"gross_sqft": 575054,
"infill_site": false,
"lease_expiry_months": 10,
"oc... | {
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"cluster_utilization_pct": 0.957,
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"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.479,
"nearby_nodes": 7,
"network_redundancy_score": 0.613,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 87.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.28,
"rent_growth_90d_pct": 5.66,
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} | {
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"expansion_capture_probability_post_event": 0.284,
"lease_rate_change_pct": 2.16,
"occupancy_shift": 0.006,
"service_penalty_risk_usd... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.9
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.08
},
{
"action": "secure_pop_up_... | {
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"capital_availability": 0,
"demand_pressure": 0.698,
"entitlement_friction": 0.479,
"labor_shortage": 0.933,
"portfolio_tightness": 0.693,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-103142",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:38:00Z",
"trace_id": "966427ea-3eaf-4610-aa99-4cee7837c19a"
} | {
"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": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.135,
"seasonality": 0.49,
"service_level_targe... | {
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"battery_mwh": 8.19,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
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"facility_id": "FAC-D06D66DECB",
"grid_service_limit_mw": 10.48,
"gross_sqft": 710830,
"infill_site": true,
"lease_expiry_months": 65,
"... | {
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"entitlement_friction": 0.732,
"nearby_nodes": 3,
"network_redundancy_score": 0.661,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 18... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 80.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.1,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.903,
"rent_growth_30d_pct": 3.85,
"rent_growth_90d_pct": 3.59,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": 321296,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.502,
"lease_rate_change_pct": 1.04,
"occupancy_shift": 0.023,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.89
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.94
},
{
"action": "reba... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.625,
"demand_pressure": 0.501,
"entitlement_friction": 0.732,
"labor_shortage": 0.82,
"portfolio_tightness": 0.679,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-103143",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:44:00Z",
"trace_id": "f50b9d75-744d-4594-a799-994358173a16"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.242,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.7,
"battery_mwh": 1.53,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 128,
"facility_id": "FAC-1EA8F306BA",
"grid_service_limit_mw": 17.92,
"gross_sqft": 1282958,
"infill_site": true,
"lease_expiry_months": 44,
"occ... | {
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"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.162,
"nearby_nodes": 8,
"network_redundancy_score": 0.648,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.8,
"dock_utilization_pct": 85.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.679,
"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": 2.13,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.59,
"rent_growth_90d_pct": 4.57,
"tenant_expansion_probability": 0.645
} | {
"annualized_noi_impact_usd": 191141,
"annualized_revenue_impact_usd": 327465,
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"expansion_capture_probability_post_event": 0.621,
"lease_rate_change_pct": 3.57,
"occupancy_shift": 0.026,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.87
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.91
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.546,
"capital_availability": 0.267,
"demand_pressure": 0.616,
"entitlement_friction": 0.162,
"labor_shortage": 0.595,
"portfolio_tightness": 0.495,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-103144",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:40:00Z",
"trace_id": "1bd0c940-05b7-4611-962b-b8148199c545"
} | {
"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": 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": 0.302,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.447,
"seasonality": 0.49,
"service_level_target":... | {
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"battery_mwh": 6.45,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 60,
"facility_id": "FAC-3B0028451E",
"grid_service_limit_mw": 18.75,
"gross_sqft": 601764,
"infill_site": true,
"lease_expiry_months": 24,
"... | {
"capital_availability": 0.683,
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"cross_node_rebalancing_capacity_pct": 0.042,
"entitlement_friction": 0.483,
"nearby_nodes": 2,
"network_redundancy_score": 0.521,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 91.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 84.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 82,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.841,
"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": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.2,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 1.44,
"rent_growth_90d_pct": 0.75,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": -97158,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 732463,
"expansion_capture_probability_post_event": 0.362,
"lease_rate_change_pct": -1.01,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 37.66
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.45
},
{
"action": "shift_overflow_to_satellite",
"r... | {
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"demand_pressure": 0.599,
"entitlement_friction": 0.483,
"labor_shortage": 1,
"portfolio_tightness": 0.429,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-103145",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:19:00Z",
"trace_id": "b04b6d4e-83cf-4d29-ab02-2c2b6d16b75b"
} | {
"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": "power_constraint",
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"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.414,
"seasonality": 0.49,
"service_level_target":... | {
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"battery_mwh": 3.57,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 95,
"facility_id": "FAC-5CD5F461C2",
"grid_service_limit_mw": 13.05,
"gross_sqft": 951636,
"infill_site": false,
"lease_expiry_months": 71,
"occup... | {
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"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.257,
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"entitlement_friction": 0.318,
"nearby_nodes": 3,
"network_redundancy_score": 0.467,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 79.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 80,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.1,
"shift_fill_rat... | {
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"confidence_band": "moderate",
"fore... | {
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.896,
"rent_growth_30d_pct": 1.54,
"rent_growth_90d_pct": 3.97,
"tenant_expansion_probability": 0.... | {
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"decision_horizon_days": 90,
"estimated_capex_usd": 542152,
"expansion_capture_probability_post_event": 0.245,
"lease_rate_change_pct": 0.36,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
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"reason": "power_relief,speed_over_permanence",
"score": 32.82
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.22
},
{
"action": "escalate_utility_interconnec... | {
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"capital_availability": 0.935,
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"entitlement_friction": 0.318,
"labor_shortage": 0.653,
"portfolio_tightness": 0.387,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-103146",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:36:00Z",
"trace_id": "b486e876-94e2-4c00-a232-e93c698f1eea"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"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"
}
} | {
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.09,
"seasonality": 0.33,
"service... | {
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"battery_mwh": 0.84,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-92B7DD7217",
"grid_service_limit_mw": 12.31,
"gross_sqft": 408057,
"infill_site": false,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.466,
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"cross_node_rebalancing_capacity_pct": 0.031,
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"nearby_nodes": 4,
"network_redundancy_score": 0.6,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 4948... | [
{
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"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 64.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.1,
"shift_fill_rat... | {
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"confidence_band": "very_high",
"fo... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.53,
"rent_growth_90d_pct": 3.55,
"tenant_expansion_probability": 0.324
} | {
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"expansion_capture_probability_post_event": 0.265,
"lease_rate_change_pct": -0.39,
"occupancy_shift": 0.016,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.07
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 23.93
},
{
"action": "delay_spec_development",
"re... | {
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"capital_availability": 0.466,
"demand_pressure": 0.291,
"entitlement_friction": 0.655,
"labor_shortage": 0.718,
"portfolio_tightness": 0.6,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-103147",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:17:00Z",
"trace_id": "e005e3d6-baed-4395-b19c-a6a7e6398b7c"
} | {
"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": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.17,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 3.24,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 30,
"facility_id": "FAC-8F7FC6757F",
"grid_service_limit_mw": 20.84,
"gross_sqft": 302368,
"infill_site": true,
"lease_expiry_months": 26,
"occu... | {
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"entitlement_friction": 0.682,
"nearby_nodes": 3,
"network_redundancy_score": 0.808,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 981170,... | [
{
"appointment_fill_pct": 76.6,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 82.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 46.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.2,
"shift_fill_r... | {
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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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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": -0.18,
"rent_growth_90d_pct": 0.23,
"tenant_expansion_probability": 0.165
} | {
"annualized_noi_impact_usd": -66817,
"annualized_revenue_impact_usd": -108049,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.067,
"lease_rate_change_pct": -3.07,
"occupancy_shift": 0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 31.66
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.36
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.265,
"demand_pressure": 0.506,
"entitlement_friction": 0.682,
"labor_shortage": 0.841,
"portfolio_tightness": 0.353,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-103148",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:07:00Z",
"trace_id": "2609f780-5b38-4e38-84a0-e00082a7895e"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.095,
"seasonality": 0.74,
"service_le... | {
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"battery_mwh": 1.72,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-1F734B0E78",
"grid_service_limit_mw": 26.07,
"gross_sqft": 689513,
"infill_site": true,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.028,
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"entitlement_friction": 0.283,
"nearby_nodes": 7,
"network_redundancy_score": 0.829,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.02,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.47,
"rent_growth_90d_pct": 1.71,
"tenant_expansion_probability": 0.296
} | {
"annualized_noi_impact_usd": -21917,
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"expansion_capture_probability_post_event": 0.225,
"lease_rate_change_pct": -0.56,
"occupancy_shift": 0.013,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.78
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.25
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.702,
"entitlement_friction": 0.283,
"labor_shortage": 0.81,
"portfolio_tightness": 0.424,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-103149",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:17:00Z",
"trace_id": "0e9c408b-7c2d-4fa8-8959-1efe8a8fd138"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
"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": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.36,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.083,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.44,
"battery_mwh": 6.12,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
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"facility_id": "FAC-BF54742849",
"grid_service_limit_mw": 21.8,
"gross_sqft": 550950,
"infill_site": false,
"lease_expiry_months": 56,
"... | {
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"entitlement_friction": 0.643,
"nearby_nodes": 2,
"network_redundancy_score": 0.814,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.4,
"dock_utilization_pct": 86.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.85,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
"build_vs_buy_score": 1.57,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.3,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 1.44,
"rent_growth_90d_pct": 0.45,
"tenant_expansion_probability": 0.494... | {
"annualized_noi_impact_usd": 1706,
"annualized_revenue_impact_usd": 2845,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 639696,
"expansion_capture_probability_post_event": 0.36,
"lease_rate_change_pct": -0.89,
"occupancy_shift": 0.012,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 44.72
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.34
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.791,
"capital_availability": 0.371,
"demand_pressure": 0.674,
"entitlement_friction": 0.643,
"labor_shortage": 0.808,
"portfolio_tightness": 0.494,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.873,
"id": "FORGE-103150",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:46:00Z",
"trace_id": "9b30f1c8-330d-4020-a95c-93cdb9f91689"
} | {
"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": 9.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.334,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.466,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.7,
"battery_mwh": 3.74,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 107,
"facility_id": "FAC-6C3C1BC224",
"grid_service_limit_mw": 13.66,
"gross_sqft": 1077567,
"infill_site": true,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.232,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.639,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.417,
"nearby_nodes": 3,
"network_redundancy_score": 0.709,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 199602... | [
{
"appointment_fill_pct": 92.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 86.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.858,
"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": 1.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.7,
"occupancy_90d": 0.898,
"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 0.66,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -54487,
"annualized_revenue_impact_usd": -72228,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 780500,
"expansion_capture_probability_post_event": 0.35,
"lease_rate_change_pct": -0.8,
"occupancy_shift": -0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.56
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.09
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.499,
"capital_availability": 0.232,
"demand_pressure": 0.684,
"entitlement_friction": 0.417,
"labor_shortage": 0.84,
"portfolio_tightness": 0.439,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-103151",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:41:00Z",
"trace_id": "be466153-f05e-4742-b027-48ad5e6e409e"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.035,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.266,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.33,
"battery_mwh": 4.14,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-45DBA26A53",
"grid_service_limit_mw": 17.7,
"gross_sqft": 915399,
"infill_site": true,
"lease_expiry_months": 33,
"occup... | {
"capital_availability": 0.384,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.627,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.285,
"nearby_nodes": 8,
"network_redundancy_score": 0.463,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 5... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.9,
"dock_utilization_pct": 78.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 67.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"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": 1.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": -0.92,
"rent_growth_90d_pct": -0.16,
"tenant_expansion_probability": 0.083
} | {
"annualized_noi_impact_usd": -185136,
"annualized_revenue_impact_usd": -290293,
"cap_rate_pressure_pct": -0.32,
"decision_horizon_days": 60,
"estimated_capex_usd": 662333,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.21,
"occupancy_shift": -0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.93
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 26.03
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.887,
"capital_availability": 0.384,
"demand_pressure": 0.31,
"entitlement_friction": 0.285,
"labor_shortage": 0.667,
"portfolio_tightness": 0.389,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.725,
"id": "FORGE-103152",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:37:00Z",
"trace_id": "c8a253f7-4560-4b3c-b82b-372de17d7846"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.156,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.457,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.41,
"battery_mwh": 10.48,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-19D3BFCC3E",
"grid_service_limit_mw": 11.59,
"gross_sqft": 795129,
"infill_site": false,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.255,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.443,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.323,
"nearby_nodes": 3,
"network_redundancy_score": 0.485,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 75.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.8,
"dock_utilization_pct": 82.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 37.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.66,
"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",
"fore... | {
"build_vs_buy_score": 2.87,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.6,
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"rent_growth_30d_pct": 3.98,
"rent_growth_90d_pct": 5.54,
"tenant_expansion_probability": 0.503
} | {
"annualized_noi_impact_usd": 111373,
"annualized_revenue_impact_usd": 184842,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 358463,
"expansion_capture_probability_post_event": 0.476,
"lease_rate_change_pct": 2.64,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.94
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.99
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.578,
"capital_availability": 0.255,
"demand_pressure": 0.44,
"entitlement_friction": 0.323,
"labor_shortage": 0.821,
"portfolio_tightness": 0.684,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-103153",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:11:00Z",
"trace_id": "96ab1325-94e4-4370-a000-1de39017a5db"
} | {
"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": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.231,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.178,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.47,
"battery_mwh": 3.44,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-851F3F1125",
"grid_service_limit_mw": 27.51,
"gross_sqft": 1031911,
"infill_site": false,
"lease_expiry_months": 14,
"o... | {
"capital_availability": 0.563,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.661,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.46,
"nearby_nodes": 8,
"network_redundancy_score": 0.573,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 80.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 65.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"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": 2.09,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.4,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 0.18,
"rent_growth_90d_pct": -0.85,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -85518,
"annualized_revenue_impact_usd": -119442,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 60,
"estimated_capex_usd": 590374,
"expansion_capture_probability_post_event": 0.307,
"lease_rate_change_pct": -2.04,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.48
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.27
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.569,
"capital_availability": 0.563,
"demand_pressure": 0.406,
"entitlement_friction": 0.46,
"labor_shortage": 0.773,
"portfolio_tightness": 0.437,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-103154",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:33:00Z",
"trace_id": "f2678198-6176-44f4-8fce-91e5eab056ae"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.2,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.218,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.58,
"battery_mwh": 8.89,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-5C2A90FDE7",
"grid_service_limit_mw": 16.29,
"gross_sqft": 1198398,
"infill_site": false,
"lease_expiry_months": 70,... | {
"capital_availability": 0.771,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.401,
"cross_node_rebalancing_capacity_pct": 0.086,
"entitlement_friction": 0.538,
"nearby_nodes": 7,
"network_redundancy_score": 0.871,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 30.2,
"dock_utilization_pct": 80.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 68,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.2,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.663,
"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": 2.49,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.7,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 1.94,
"rent_growth_90d_pct": 2.45,
"tenant_expansion_probability": 0.468
} | {
"annualized_noi_impact_usd": 43834,
"annualized_revenue_impact_usd": 68951,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 576778,
"expansion_capture_probability_post_event": 0.41,
"lease_rate_change_pct": 0.18,
"occupancy_shift": 0.012,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.09
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.8
},
{
"action": "rebala... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.261,
"capital_availability": 0.771,
"demand_pressure": 0.37,
"entitlement_friction": 0.538,
"labor_shortage": 0.622,
"portfolio_tightness": 0.45,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-103155",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:06:00Z",
"trace_id": "1f4918c4-e2d9-41ec-babb-f30e80e24b15"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.127,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.27,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.79,
"battery_mwh": 0.83,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-979743385E",
"grid_service_limit_mw": 8.14,
"gross_sqft": 620722,
"infill_site": true,
"lease_expiry_months": 32,
"... | {
"capital_availability": 0.156,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.338,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.427,
"nearby_nodes": 3,
"network_redundancy_score": 0.651,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.3,
"dock_utilization_pct": 80.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.6,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.3,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 3.05,
"tenant_expansion_probability": 0.328
} | {
"annualized_noi_impact_usd": -127123,
"annualized_revenue_impact_usd": -215589,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 484843,
"expansion_capture_probability_post_event": 0.225,
"lease_rate_change_pct": -0.02,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.15
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.59
},
{
"action": "escalate_uti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.585,
"capital_availability": 0.156,
"demand_pressure": 0.307,
"entitlement_friction": 0.427,
"labor_shortage": 0.764,
"portfolio_tightness": 0.724,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-103156",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:18:00Z",
"trace_id": "d1ef7d49-7e0f-431e-80eb-bdd43c729d1c"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.27,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.15,
"seasonality": 0.74,
"service_level_ta... | {
"automation_penetration": 0.28,
"battery_mwh": 10.7,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-A9E96C803C",
"grid_service_limit_mw": 15.11,
"gross_sqft": 1227303,
"infill_site": false,
"lease_expiry_months": 45,... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.467,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.806,
"nearby_nodes": 8,
"network_redundancy_score": 0.49,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 85.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.8,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 2.03,
"rent_growth_90d_pct": 4.49,
"tenant_expansion_probability": 0.49
} | {
"annualized_noi_impact_usd": 99875,
"annualized_revenue_impact_usd": 153085,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 639369,
"expansion_capture_probability_post_event": 0.376,
"lease_rate_change_pct": 1.69,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.88
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.54
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.804,
"capital_availability": 0,
"demand_pressure": 0.599,
"entitlement_friction": 0.806,
"labor_shortage": 1,
"portfolio_tightness": 0.641,
"power_s... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-103157",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:15:00Z",
"trace_id": "7af115f5-a208-4246-86e5-9c4f8a9b30ef"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": -0.027,
"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.255,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.77,
"battery_mwh": 4.3,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 112,
"facility_id": "FAC-B38266684E",
"grid_service_limit_mw": 12.19,
"gross_sqft": 1124513,
"infill_site": false,
"lease_expiry_months": 31,
"occ... | {
"capital_availability": 0.527,
"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.713,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.356,
"nearby_nodes": 8,
"network_redundancy_score": 0.375,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 75.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32,
"dock_utilization_pct": 78.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.696,
"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": 2.3,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.6,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 2.4,
"rent_growth_90d_pct": 1.92,
"tenant_expansion_probability": 0.236
} | {
"annualized_noi_impact_usd": -120603,
"annualized_revenue_impact_usd": -173686,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 648471,
"expansion_capture_probability_post_event": 0.164,
"lease_rate_change_pct": -2.23,
"occupancy_shift": 0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.44
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.2
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.153,
"capital_availability": 0.527,
"demand_pressure": 0.258,
"entitlement_friction": 0.356,
"labor_shortage": 0.785,
"portfolio_tightness": 0.531,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-103158",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:24:00Z",
"trace_id": "9cdb3191-874b-4b32-8bbd-3f098c626d1a"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.051,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.396,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.27,
"battery_mwh": 6.08,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 129,
"facility_id": "FAC-8D4E56B93C",
"grid_service_limit_mw": 18.63,
"gross_sqft": 1290695,
"infill_site": true,
"lease_expiry_months": 40,
"occ... | {
"capital_availability": 0.329,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.292,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.421,
"nearby_nodes": 7,
"network_redundancy_score": 0.8,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 81.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 83.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.74,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.1,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 1.04,
"rent_growth_90d_pct": -0.26,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -269886,
"annualized_revenue_impact_usd": -413638,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 90,
"estimated_capex_usd": 619849,
"expansion_capture_probability_post_event": 0.061,
"lease_rate_change_pct": -3.48,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.29
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.68
},
{
"action": "es... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.717,
"capital_availability": 0.329,
"demand_pressure": 0.402,
"entitlement_friction": 0.421,
"labor_shortage": 0.831,
"portfolio_tightness": 0.567,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-103159",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:19:00Z",
"trace_id": "e63a6a68-14a5-4d35-a8d9-ff199a9a00a7"
} | {
"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": 8.9,
"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": 0.311,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.18,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.59,
"battery_mwh": 11.06,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 77,
"facility_id": "FAC-E998A2BAF2",
"grid_service_limit_mw": 20.87,
"gross_sqft": 778655,
"infill_site": false,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.531,
"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.737,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.363,
"nearby_nodes": 3,
"network_redundancy_score": 0.472,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 959252... | [
{
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"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 80.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.4,
"shift_fill_r... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_90d_pct": 1.11,
"tenant_expansion_probability": 0... | {
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"lease_rate_change_pct": -0.48,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
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"score": 38.34
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.17
},
{
"action": "secure_pop_up... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.485,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-103160",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:30:00Z",
"trace_id": "41273ceb-1086-4117-bdaf-219616c2dbbe"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
"class": "Infrastructure_Bottleneck",
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"facility_id": "FAC-2ECEE8A4E5",
"grid_service_limit_mw": 7.6,
"gross_sqft": 1020085,
"infill_site": false,
"lease_expiry_months": 51,
"occu... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.313,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 697... | [
{
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"power_load_pct_of_service_limit": 53.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_... | {
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"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.32,
"rent_growth_90d_pct": 1.59,
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} | {
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"lease_rate_change_pct": -1.38,
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"service_penalty_ri... | {
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{
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.62
},
{
"action": "offer_preemptive_expansion_term_sheet",
... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-103161",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:35:00Z",
"trace_id": "e60249a3-8be0-481e-a3e9-b877e59171ad"
} | {
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"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.348,
"seasonality": 0.33,
"service_... | {
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 17.13,
"gross_sqft": 1344352,
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... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.423,
"portfolio_cluster": "atlanta_south_atlanta",
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{
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"power_load_pct_of_service_limit": 79.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
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"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": -0.53,
"rent_growth_90d_pct": 1.28,
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"lease_rate_change_pct": -2.56,
"occupancy_shift": -0.021,
"service_penalty_ri... | {
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{
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"reason": "reserve_growth_path",
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},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 38.09
},
{
"action": "defer_noncritical_p... | {
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"demand_pressure": 0.251,
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"labor_shortage": 0.794,
"portfolio_tightness": 0.529,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-103162",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:00:00Z",
"trace_id": "b34c306e-2cb6-4516-8b72-1ec6dbb7b9fb"
} | {
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
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"service_level_target": 0.95,... | {
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"gross_sqft": 1068070,
"infill_site": true,
"lease_expiry_months": 55,
"oc... | {
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"network_redundancy_score": 0.443,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"dock_utilization_pct": 88.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.1,
"shift_fill_r... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
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"rent_growth_30d_pct": 3.84,
"rent_growth_90d_pct": 4.11,
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} | {
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"lease_rate_change_pct": 2.46,
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"service_penalty_risk_us... | {
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{
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"score": 40.86
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.86
},
{
"action": "rebalance_carr... | {
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"labor_shortage": 0.791,
"portfolio_tightness": 0.695,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-103163",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:03:00Z",
"trace_id": "34a1aedc-a0ec-4e63-ba92-3620b9f42d15"
} | {
"airport_proximity_km": 35,
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.343,
"seasonality": 0.49,
"service_level_target... | {
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"battery_mwh": 5,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 141,
"facility_id": "FAC-75FD2101F3",
"grid_service_limit_mw": 12.07,
"gross_sqft": 1414730,
"infill_site": false,
"lease_expiry_months": 29,
"... | {
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"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 16... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 83.6,
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"power_load_pct_of_service_limit": 82.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.8,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.28,
"rent_growth_90d_pct": 2.25,
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} | {
"annualized_noi_impact_usd": -21142,
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"lease_rate_change_pct": 0.61,
"occupancy_shift": -0.004,
"service_penalty_risk... | {
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{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 34.3
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.71
},
{
"action": "delay_spe... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.545,
"entitlement_friction": 0.633,
"labor_shortage": 0.713,
"portfolio_tightness": 0.441,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-103164",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:19:00Z",
"trace_id": "11c4ae63-566e-484b-ac81-71e102ba3988"
} | {
"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": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"margin_sensitivity": 0.69,
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.279,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.42,
"battery_mwh": 10.01,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
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"facility_id": "FAC-5FC7A3D7EA",
"grid_service_limit_mw": 17.37,
"gross_sqft": 839007,
"infill_site": false,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.781,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.412,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.482,
"nearby_nodes": 4,
"network_redundancy_score": 0.851,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 71.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 26.6,
"dock_utilization_pct": 77.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 79,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 15.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.657,
"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": 2.54,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 88.2,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 1.53,
"rent_growth_90d_pct": 2.38,
"tenant_expansion_probability": 0.23
} | {
"annualized_noi_impact_usd": -78136,
"annualized_revenue_impact_usd": -114847,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 715868,
"expansion_capture_probability_post_event": 0.17,
"lease_rate_change_pct": -1.42,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.4
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 29.13
},
{
"action": "escalate_utility_interconnec... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.264,
"capital_availability": 0.781,
"demand_pressure": 0.212,
"entitlement_friction": 0.482,
"labor_shortage": 0.55,
"portfolio_tightness": 0.49,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-103165",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:34:00Z",
"trace_id": "2eb7461d-f5b8-4b96-b764-2ef0f3418b29"
} | {
"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": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.317,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.258,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.5,
"battery_mwh": 11.06,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-4335098904",
"grid_service_limit_mw": 20.21,
"gross_sqft": 1116055,
"infill_site": false,
"lease_expiry_months": 66,... | {
"capital_availability": 0.426,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.477,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.403,
"nearby_nodes": 3,
"network_redundancy_score": 0.406,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 89.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.4,
"dock_utilization_pct": 85.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.61,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.2,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 1.39,
"rent_growth_90d_pct": 3.91,
"tenant_expansion_probability": 0.509
... | {
"annualized_noi_impact_usd": 83610,
"annualized_revenue_impact_usd": 124159,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 480397,
"expansion_capture_probability_post_event": 0.421,
"lease_rate_change_pct": 2.38,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.01
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.5
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.893,
"capital_availability": 0.426,
"demand_pressure": 0.608,
"entitlement_friction": 0.403,
"labor_shortage": 0.781,
"portfolio_tightness": 0.51,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-103166",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:46:00Z",
"trace_id": "5880ae2a-ef13-4934-ac6c-e01ee34d76a9"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.19,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.115,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.75,
"battery_mwh": 1.64,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-BC33B83914",
"grid_service_limit_mw": 16.96,
"gross_sqft": 474741,
"infill_site": false,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.277,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.546,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.332,
"nearby_nodes": 5,
"network_redundancy_score": 0.696,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 77.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.5,
"dock_utilization_pct": 83.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.8,
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"rent_growth_30d_pct": 1.69,
"rent_growth_90d_pct": 2.64,
"tenant_expansion_probability": 0.4
} | {
"annualized_noi_impact_usd": 710,
"annualized_revenue_impact_usd": 1043,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.33,
"lease_rate_change_pct": 0.97,
"occupancy_shift": 0.011,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.75
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.94
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.753,
"capital_availability": 0.277,
"demand_pressure": 0.509,
"entitlement_friction": 0.332,
"labor_shortage": 0.613,
"portfolio_tightness": 0.574,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-103167",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:15:00Z",
"trace_id": "62645efd-46b4-4a78-bd13-0f664930e663"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-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": true,
"growth_rate": 0.245,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.475,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.8,
"battery_mwh": 4.49,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-6A07AF7648",
"grid_service_limit_mw": 16.39,
"gross_sqft": 620342,
"infill_site": false,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.408,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.333,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.497,
"nearby_nodes": 7,
"network_redundancy_score": 0.807,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 81,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 86.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.55,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.3,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 1.24,
"rent_growth_90d_pct": 3.27,
"tenant_expansion_probability": 0.388
} | {
"annualized_noi_impact_usd": -16923,
"annualized_revenue_impact_usd": -28338,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 665304,
"expansion_capture_probability_post_event": 0.276,
"lease_rate_change_pct": 0.76,
"occupancy_shift": -0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.83
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.79
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.71,
"capital_availability": 0.408,
"demand_pressure": 0.688,
"entitlement_friction": 0.497,
"labor_shortage": 0.83,
"portfolio_tightness": 0.424,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-103168",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:53:00Z",
"trace_id": "caca9190-735f-4cf0-8289-1709359a82ae"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.065,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.402,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.76,
"battery_mwh": 12.31,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-07400DC035",
"grid_service_limit_mw": 18.42,
"gross_sqft": 506120,
"infill_site": false,
"lease_expiry_months": 40,
"oc... | {
"capital_availability": 0.184,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.327,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.142,
"nearby_nodes": 8,
"network_redundancy_score": 0.441,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 211993... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.8,
"dock_utilization_pct": 81.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.07,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.9,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 0.53,
"rent_growth_90d_pct": 1.87,
"tenant_expansion_probability": 0.229
} | {
"annualized_noi_impact_usd": -58666,
"annualized_revenue_impact_usd": -89548,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 430624,
"expansion_capture_probability_post_event": 0.153,
"lease_rate_change_pct": -0.79,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.44
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.27
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.336,
"capital_availability": 0.184,
"demand_pressure": 0.457,
"entitlement_friction": 0.142,
"labor_shortage": 0.698,
"portfolio_tightness": 0.361,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-103169",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:26:00Z",
"trace_id": "5876150f-dc11-45a9-a65d-27a002a15b3e"
} | {
"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": 8.9,
"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": 0.321,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.389,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.22,
"battery_mwh": 0.25,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 98,
"facility_id": "FAC-1653C427F6",
"grid_service_limit_mw": 12.75,
"gross_sqft": 987133,
"infill_site": false,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.122,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.802,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.484,
"nearby_nodes": 5,
"network_redundancy_score": 0.596,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 72... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 85.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 81.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.837,
"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": 2.62,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.9,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 3.15,
"rent_growth_90d_pct": 1.77,
"tenant_expansion_probability": 0.54... | {
"annualized_noi_impact_usd": 8704,
"annualized_revenue_impact_usd": 11542,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 611456,
"expansion_capture_probability_post_event": 0.425,
"lease_rate_change_pct": -0.06,
"occupancy_shift": -0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.37
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.32
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.443,
"capital_availability": 0.122,
"demand_pressure": 0.597,
"entitlement_friction": 0.484,
"labor_shortage": 1,
"portfolio_tightness": 0.671,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-103170",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:49:00Z",
"trace_id": "dbe46bc7-749a-4358-aa8c-a14b933a40b2"
} | {
"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.031,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.186,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.37,
"battery_mwh": 9.42,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-366420BB81",
"grid_service_limit_mw": 26.59,
"gross_sqft": 1066660,
"infill_site": true,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.449,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.286,
"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.317,
"nearby_nodes": 5,
"network_redundancy_score": 0.541,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 81.8,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 54.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.4,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.5,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 1.8,
"rent_growth_90d_pct": 3.48,
"tenant_expansion_probability": 0.213
} | {
"annualized_noi_impact_usd": -152758,
"annualized_revenue_impact_usd": -211212,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 570303,
"expansion_capture_probability_post_event": 0.11,
"lease_rate_change_pct": -0.56,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.61
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.46
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.228,
"capital_availability": 0.449,
"demand_pressure": 0.425,
"entitlement_friction": 0.317,
"labor_shortage": 0.857,
"portfolio_tightness": 0.547,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-103171",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:32:00Z",
"trace_id": "d6e3b6ea-ad02-4e25-885f-535c1356454f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"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": 0.263,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.094,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.58,
"battery_mwh": 11.6,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 111,
"facility_id": "FAC-3E1D5D5907",
"grid_service_limit_mw": 23.11,
"gross_sqft": 1111422,
"infill_site": false,
"lease_expiry_months": 35,
"oc... | {
"capital_availability": 0.049,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.49,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.69,
"nearby_nodes": 4,
"network_redundancy_score": 0.479,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 761898,
... | [
{
"appointment_fill_pct": 78.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 84.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"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": 1.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 0.35,
"rent_growth_90d_pct": 0.21,
"tenant_expansion_probability": 0.36
} | {
"annualized_noi_impact_usd": -71479,
"annualized_revenue_impact_usd": -104621,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 90,
"estimated_capex_usd": 715525,
"expansion_capture_probability_post_event": 0.23,
"lease_rate_change_pct": -1.6,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.11
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 34.07
},
{
"action": "secure_pop_up_capacity",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.869,
"capital_availability": 0.049,
"demand_pressure": 0.582,
"entitlement_friction": 0.69,
"labor_shortage": 0.641,
"portfolio_tightness": 0.435,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.738,
"id": "FORGE-103172",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:14:00Z",
"trace_id": "603bf3ca-b95e-42ac-bd80-e003c04f92a1"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "network_latency",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 6.8,
"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": -0.008,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.443,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.36,
"battery_mwh": 2.48,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-89FFB6D1C5",
"grid_service_limit_mw": 14.76,
"gross_sqft": 973295,
"infill_site": false,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.604,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.3,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.583,
"nearby_nodes": 8,
"network_redundancy_score": 0.376,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 88,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36.1,
"dock_utilization_pct": 80.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 34.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 12.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.648,
"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": 2.7,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.5,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 2.72,
"rent_growth_90d_pct": 1.64,
"tenant_expansion_probability": 0.296
} | {
"annualized_noi_impact_usd": -206949,
"annualized_revenue_impact_usd": -277383,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 470687,
"expansion_capture_probability_post_event": 0.253,
"lease_rate_change_pct": -1.83,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 26.79
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.35
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.704,
"capital_availability": 0.604,
"demand_pressure": 0.306,
"entitlement_friction": 0.583,
"labor_shortage": 0.776,
"portfolio_tightness": 0.671,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-103173",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:12:00Z",
"trace_id": "e2a732b1-70bc-4565-b892-be1fc630f838"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.5,
"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": -0.029,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.371,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.42,
"battery_mwh": 0.82,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-B574F666E5",
"grid_service_limit_mw": 16.94,
"gross_sqft": 684258,
"infill_site": false,
"lease_expiry_months": 44,
"occ... | {
"capital_availability": 0.329,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.576,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.557,
"nearby_nodes": 6,
"network_redundancy_score": 0.705,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.9,
"dock_utilization_pct": 80.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.743,
"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": 2.22,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.6,
"occupancy_90d": 0.948,
"rent_growth_30d_pct": 0.39,
"rent_growth_90d_pct": 2.53,
"tenant_expansion_probability": 0.184
} | {
"annualized_noi_impact_usd": -154688,
"annualized_revenue_impact_usd": -217379,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 505105,
"expansion_capture_probability_post_event": 0.096,
"lease_rate_change_pct": -1.04,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.69
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.21
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.303,
"capital_availability": 0.329,
"demand_pressure": 0.358,
"entitlement_friction": 0.557,
"labor_shortage": 0.673,
"portfolio_tightness": 0.461,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-103174",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:38:00Z",
"trace_id": "b7fa2d88-1a1f-43b1-a96b-0bb656da88db"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.291,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.325,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.44,
"battery_mwh": 8.73,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 128,
"facility_id": "FAC-81657615F4",
"grid_service_limit_mw": 10.38,
"gross_sqft": 1281438,
"infill_site": false,
"lease_expiry_months": 15,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.412,
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"entitlement_friction": 0.707,
"nearby_nodes": 6,
"network_redundancy_score": 0.484,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 71337... | [
{
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"power_load_pct_of_service_limit": 84.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.1,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
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"rent_growth_30d_pct": 2.03,
"rent_growth_90d_pct": 1.53,
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} | {
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"expansion_capture_probability_post_event": 0.293,
"lease_rate_change_pct": -0.24,
"occupancy_shift": 0.009,
"service_penalty_risk... | {
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{
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"score": 34.89
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.78
},
{
"action": "r... | {
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"demand_pressure": 0.868,
"entitlement_friction": 0.707,
"labor_shortage": 0.588,
"portfolio_tightness": 0.455,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-103175",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:07:00Z",
"trace_id": "4fd15be9-dba8-4e2a-96ce-3fbebd1df897"
} | {
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
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{
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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": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.251,
"seasonality": 0.49,
"service_level_target... | {
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"battery_mwh": 10.06,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 123,
"facility_id": "FAC-7CC7D5DB81",
"grid_service_limit_mw": 12.32,
"gross_sqft": 1231322,
"infill_site": false,
"lease_expiry_months": 26,
"o... | {
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"cluster_utilization_pct": 0.952,
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"cross_node_rebalancing_capacity_pct": 0.187,
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"nearby_nodes": 8,
"network_redundancy_score": 0.398,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 84.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.2,
"shift_fill_r... | {
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"confidence_band": "moderate",
"fore... | {
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"rent_growth_30d_pct": 2.31,
"rent_growth_90d_pct": 2.77,
"tenant_expansion_probability": 0... | {
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"expansion_capture_probability_post_event": 0.16,
"lease_rate_change_pct": -0.88,
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"service_penalty_ri... | {
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"score": 44.78
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.88
},
{
"action": "re... | {
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"labor_shortage": 0.903,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-103176",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:44:00Z",
"trace_id": "8c121161-f341-4c77-9901-1d9eff20b206"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.212,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 2.87,
"building_class": "class_a",
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"dock_doors": 46,
"facility_id": "FAC-D8B993053D",
"grid_service_limit_mw": 14.35,
"gross_sqft": 466458,
"infill_site": false,
"lease_expiry_months": 12,
"occ... | {
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"entitlement_friction": 0.821,
"nearby_nodes": 5,
"network_redundancy_score": 0.565,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 82.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 64.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.8,
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"confidence_band": "high",
"forecast_pressure... | {
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"rent_growth_30d_pct": 1.74,
"rent_growth_90d_pct": 2.13,
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... | {
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"annualized_revenue_impact_usd": -30259,
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"lease_rate_change_pct": -0.88,
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"service_penalty_risk_... | {
"alternative_actions": [
{
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"score": 39.88
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.36
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
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"demand_pressure": 0.454,
"entitlement_friction": 0.821,
"labor_shortage": 0.965,
"portfolio_tightness": 0.634,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-103177",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:10:00Z",
"trace_id": "02e13070-46b2-4f2a-906d-af3e11411a8f"
} | {
"airport_proximity_km": 53,
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.121,
"seasonality": 0.61,
"service_level_target": 0.95... | {
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"building_class": "class_a_plus",
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"facility_id": "FAC-95ADA5F2FD",
"grid_service_limit_mw": 10.96,
"gross_sqft": 1461429,
"infill_site": true,
"lease_expiry_months": 14,
... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.511,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 127... | [
{
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"dock_utilization_pct": 87.2,
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"power_load_pct_of_service_limit": 42.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fil... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.47,
"rent_growth_90d_pct": 2.16,
"tenant_expansion_probability": 0.568
} | {
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"annualized_revenue_impact_usd": 423586,
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"expansion_capture_probability_post_event": 0.487,
"lease_rate_change_pct": 1.18,
"occupancy_shift": 0.018,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.27
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.62
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.664,
"entitlement_friction": 0.357,
"labor_shortage": 0.811,
"portfolio_tightness": 0.713,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-103178",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T13:00:00Z",
"trace_id": "b4aad590-9d3d-47ba-b74e-4ed5fe655770"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
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"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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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.211,
"seasonality": 0.33,
"service_... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-6A10FF03F5",
"grid_service_limit_mw": 19.55,
"gross_sqft": 680516,
"infill_site": false,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.451,
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"nearby_nodes": 2,
"network_redundancy_score": 0.568,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 86,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.6,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"rent_growth_30d_pct": 2.79,
"rent_growth_90d_pct": 2.44,
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} | {
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"lease_rate_change_pct": 0.28,
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"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.71
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.69
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.674,
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"labor_shortage": 0.695,
"portfolio_tightness": 0.437,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-103179",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:42:00Z",
"trace_id": "c00c7e8f-6ceb-44f6-87e7-878859f602da"
} | {
"airport_proximity_km": 71,
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.179,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.76,
"battery_mwh": 3.27,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-C330A79A41",
"grid_service_limit_mw": 8.51,
"gross_sqft": 997956,
"infill_site": true,
"lease_expiry_months": 60,
"occup... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.427,
"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.546,
"nearby_nodes": 7,
"network_redundancy_score": 0.512,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 90.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 86.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 35.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.7,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
"build_vs_buy_score": 2.7,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.08,
"rent_growth_90d_pct": 6.49,
"tenant_expansion_probability": 0.453
} | {
"annualized_noi_impact_usd": 140036,
"annualized_revenue_impact_usd": 189680,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 409110,
"expansion_capture_probability_post_event": 0.415,
"lease_rate_change_pct": 2.8,
"occupancy_shift": 0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.49
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.59
},
{
"action": "activate_tem... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.64,
"capital_availability": 0.2,
"demand_pressure": 0.652,
"entitlement_friction": 0.546,
"labor_shortage": 0.88,
"portfolio_tightness": 0.608,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-103180",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:31:00Z",
"trace_id": "9bc598d3-5819-491c-8916-be4833119a0c"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.437,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.294,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.67,
"battery_mwh": 5.84,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-0000197E4E",
"grid_service_limit_mw": 6.51,
"gross_sqft": 616633,
"infill_site": false,
"lease_expiry_months": 67,
"occu... | {
"capital_availability": 0.302,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.733,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.374,
"nearby_nodes": 2,
"network_redundancy_score": 0.797,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 93.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 57.5,
"dock_utilization_pct": 88.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.831,
"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": 2.62,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.8,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 3.6,
"rent_growth_90d_pct": 3.81,
"tenant_expansion_probability": 0.706
} | {
"annualized_noi_impact_usd": 212180,
"annualized_revenue_impact_usd": 304495,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 434811,
"expansion_capture_probability_post_event": 0.611,
"lease_rate_change_pct": 2.89,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 51.22
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.43
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.418,
"capital_availability": 0.302,
"demand_pressure": 0.787,
"entitlement_friction": 0.374,
"labor_shortage": 1,
"portfolio_tightness": 0.587,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-103181",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:20:00Z",
"trace_id": "2fb49a87-11a2-4a18-8b56-2ee99237723d"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.3,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.2,
"seasonality": 0.49,
"service_level_target": 0.... | {
"automation_penetration": 0.21,
"battery_mwh": 0.97,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 137,
"facility_id": "FAC-C8C08E515E",
"grid_service_limit_mw": 21.6,
"gross_sqft": 1379930,
"infill_site": false,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.461,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.414,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.296,
"nearby_nodes": 3,
"network_redundancy_score": 0.576,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 942868... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.2,
"dock_utilization_pct": 83.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.1,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.7,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 1.59,
"rent_growth_90d_pct": 0.43,
"tenant_expansion_probability": 0.472
} | {
"annualized_noi_impact_usd": -42515,
"annualized_revenue_impact_usd": -70539,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 549375,
"expansion_capture_probability_post_event": 0.363,
"lease_rate_change_pct": -0.76,
"occupancy_shift": 0,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.64
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.44
},
{
"action": "deploy_peak_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.33,
"capital_availability": 0.461,
"demand_pressure": 0.521,
"entitlement_friction": 0.296,
"labor_shortage": 0.738,
"portfolio_tightness": 0.475,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-103182",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:15:00Z",
"trace_id": "5e1bdc82-2aaf-4e5f-b5e1-1701467ac5d9"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.038,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.425,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.5,
"battery_mwh": 5.62,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 68,
"facility_id": "FAC-B725EBA83C",
"grid_service_limit_mw": 22.19,
"gross_sqft": 684293,
"infill_site": true,
"lease_expiry_months": 65,
"occupa... | {
"capital_availability": 0.494,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.521,
"cross_node_rebalancing_capacity_pct": 0.205,
"entitlement_friction": 0.628,
"nearby_nodes": 3,
"network_redundancy_score": 0.344,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.1,
"dock_utilization_pct": 80,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 82.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"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": 1.76,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": 0.67,
"rent_growth_90d_pct": 2.18,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -126196,
"annualized_revenue_impact_usd": -185394,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 680350,
"expansion_capture_probability_post_event": 0.069,
"lease_rate_change_pct": -1.55,
"occupancy_shift": -0.019,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.19
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.57
},
{
"action": "shift_overflow_to_satellite... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.573,
"capital_availability": 0.494,
"demand_pressure": 0.32,
"entitlement_friction": 0.628,
"labor_shortage": 0.68,
"portfolio_tightness": 0.577,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-103183",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:08:00Z",
"trace_id": "fce3068c-e0c6-4175-9051-beb60964cd60"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.276,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.156,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.58,
"battery_mwh": 2.68,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-03A2A3ED83",
"grid_service_limit_mw": 10.64,
"gross_sqft": 573408,
"infill_site": false,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.906,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.462,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.393,
"nearby_nodes": 6,
"network_redundancy_score": 0.334,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.2,
"dock_utilization_pct": 84.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 18.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.708,
"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": 3.04,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.1,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 4.91,
"rent_growth_90d_pct": 4.39,
"tenant_expansion_probability": 0.64
} | {
"annualized_noi_impact_usd": 108264,
"annualized_revenue_impact_usd": 170077,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 608787,
"expansion_capture_probability_post_event": 0.596,
"lease_rate_change_pct": 2.36,
"occupancy_shift": 0.027,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.54
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.52
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.205,
"capital_availability": 0.906,
"demand_pressure": 0.553,
"entitlement_friction": 0.393,
"labor_shortage": 0.809,
"portfolio_tightness": 0.676,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-103184",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:45:00Z",
"trace_id": "9669e297-0a1a-4fe9-a8ee-2a1f248ee00f"
} | {
"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": "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": false,
"growth_rate": 0.289,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.204,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.69,
"battery_mwh": 8.07,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-90AEF771BA",
"grid_service_limit_mw": 19.76,
"gross_sqft": 1149715,
"infill_site": false,
"lease_expiry_months": 16,
"o... | {
"capital_availability": 0.03,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.359,
"cross_node_rebalancing_capacity_pct": 0.16,
"entitlement_friction": 0.304,
"nearby_nodes": 5,
"network_redundancy_score": 0.459,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1760170,
... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 84.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.757,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.92,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.6,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 1.32,
"rent_growth_90d_pct": 0.79,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": 73187,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 369435,
"expansion_capture_probability_post_event": 0.446,
"lease_rate_change_pct": 0.23,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.6
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.23
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.03,
"demand_pressure": 0.575,
"entitlement_friction": 0.304,
"labor_shortage": 0.777,
"portfolio_tightness": 0.462,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-103185",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:55:00Z",
"trace_id": "492aa5a9-7d44-4f7d-ad3a-d85c51e1b8e4"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.07,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.44,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.5,
"battery_mwh": 0.07,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 144,
"facility_id": "FAC-1C7C592478",
"grid_service_limit_mw": 7.82,
"gross_sqft": 1440250,
"infill_site": false,
"lease_expiry_months": 51,
"occ... | {
"capital_availability": 0.8,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.474,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.656,
"nearby_nodes": 6,
"network_redundancy_score": 0.752,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1744... | [
{
"appointment_fill_pct": 78,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 82.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 46,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.696,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.84,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.5,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 3.68,
"rent_growth_90d_pct": 3.92,
"tenant_expansion_probability": 0.366... | {
"annualized_noi_impact_usd": -68209,
"annualized_revenue_impact_usd": -116561,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 612747,
"expansion_capture_probability_post_event": 0.3,
"lease_rate_change_pct": -0.11,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 31.5
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.7
},
{
"action": "deploy... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.8,
"demand_pressure": 0.432,
"entitlement_friction": 0.656,
"labor_shortage": 0.826,
"portfolio_tightness": 0.671,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-103186",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:47:00Z",
"trace_id": "786ae595-dd17-4397-8d2d-078337ba56c5"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.103,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.261,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.44,
"battery_mwh": 3.46,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 39,
"facility_id": "FAC-EB1473A074",
"grid_service_limit_mw": 8.08,
"gross_sqft": 399570,
"infill_site": false,
"lease_expiry_months": 62,
"... | {
"capital_availability": 0.546,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.663,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.722,
"nearby_nodes": 5,
"network_redundancy_score": 0.67,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 614... | [
{
"appointment_fill_pct": 78.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 79.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 18.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure_d... | {
"build_vs_buy_score": 2.23,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 0.01,
"rent_growth_90d_pct": 0.37,
"tenant_expansion_probability": 0.227
} | {
"annualized_noi_impact_usd": -110181,
"annualized_revenue_impact_usd": -165713,
"cap_rate_pressure_pct": -0.32,
"decision_horizon_days": 30,
"estimated_capex_usd": 736929,
"expansion_capture_probability_post_event": 0.09,
"lease_rate_change_pct": -3.16,
"occupancy_shift": -0.012,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.26
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.41
},
{
"action": "defer_noncritica... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.878,
"capital_availability": 0.546,
"demand_pressure": 0.303,
"entitlement_friction": 0.722,
"labor_shortage": 1,
"portfolio_tightness": 0.574,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-103187",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:09:00Z",
"trace_id": "89b47361-c85e-40ec-ab3a-c074f67e885a"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.057,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.289,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.48,
"battery_mwh": 1.57,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-2A5EAE3FE3",
"grid_service_limit_mw": 9.77,
"gross_sqft": 1322140,
"infill_site": false,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.151,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.455,
"cross_node_rebalancing_capacity_pct": 0.14,
"entitlement_friction": 0.828,
"nearby_nodes": 5,
"network_redundancy_score": 0.681,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 76,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.8,
"dock_utilization_pct": 82.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"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": 2.49,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.6,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 1.57,
"rent_growth_90d_pct": 1.15,
"tenant_expansion_probability": 0.283
} | {
"annualized_noi_impact_usd": -306765,
"annualized_revenue_impact_usd": -527585,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 581763,
"expansion_capture_probability_post_event": 0.174,
"lease_rate_change_pct": -2.37,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.09
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.77
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.371,
"capital_availability": 0.151,
"demand_pressure": 0.467,
"entitlement_friction": 0.828,
"labor_shortage": 0.996,
"portfolio_tightness": 0.593,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-103188",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:03:00Z",
"trace_id": "fcdbbacf-f59c-4ae7-b4fb-0da5e566c8d0"
} | {
"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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.048,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.466,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.58,
"battery_mwh": 7.17,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-86EEFE90D0",
"grid_service_limit_mw": 12.63,
"gross_sqft": 163958,
"infill_site": false,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.427,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.682,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.26,
"nearby_nodes": 8,
"network_redundancy_score": 0.511,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 85.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"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": 1.72,
"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": 1.84,
"rent_growth_90d_pct": 4.05,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -15290,
"annualized_revenue_impact_usd": -24626,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 501431,
"expansion_capture_probability_post_event": 0.152,
"lease_rate_change_pct": 0.67,
"occupancy_shift": 0,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.1
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.86
},
{
"action": "defer_noncritical_projects",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.803,
"capital_availability": 0.427,
"demand_pressure": 0.632,
"entitlement_friction": 0.26,
"labor_shortage": 0.767,
"portfolio_tightness": 0.514,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-103189",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:01:00Z",
"trace_id": "26b2d868-ed7d-43cc-b596-0a0eb98fddbe"
} | {
"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": 8.3,
"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": 0.115,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.346,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.4,
"battery_mwh": 0.09,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 131,
"facility_id": "FAC-564D073CE0",
"grid_service_limit_mw": 18.66,
"gross_sqft": 1314507,
"infill_site": false,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.583,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.697,
"cross_node_rebalancing_capacity_pct": 0.054,
"entitlement_friction": 0.254,
"nearby_nodes": 2,
"network_redundancy_score": 0.312,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 81.3,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 83.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.7,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"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": 1.52,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.3,
"occupancy_90d": 0.977,
"rent_growth_30d_pct": 0.01,
"rent_growth_90d_pct": 0.62,
"tenant_expansion_probability": 0.208
} | {
"annualized_noi_impact_usd": -269642,
"annualized_revenue_impact_usd": -406580,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 30,
"estimated_capex_usd": 589032,
"expansion_capture_probability_post_event": 0.105,
"lease_rate_change_pct": -1.89,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.82
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 28.91
},
{
"action": "de... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.943,
"capital_availability": 0.583,
"demand_pressure": 0.425,
"entitlement_friction": 0.254,
"labor_shortage": 0.694,
"portfolio_tightness": 0.438,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-103190",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:48:00Z",
"trace_id": "d8963d2b-a353-44f1-9cdf-a094651ed2a2"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.3,
"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": 0.005,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.474,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.62,
"battery_mwh": 7.05,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-35C136069F",
"grid_service_limit_mw": 21.04,
"gross_sqft": 587115,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.268,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.484,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.222,
"nearby_nodes": 7,
"network_redundancy_score": 0.796,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 31.9,
"dock_utilization_pct": 78.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 64.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.716,
"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": 2.27,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.3,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 0.3,
"rent_growth_90d_pct": -0.6,
"tenant_expansion_probability": 0.169
} | {
"annualized_noi_impact_usd": -91429,
"annualized_revenue_impact_usd": -150547,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 90,
"estimated_capex_usd": 378948,
"expansion_capture_probability_post_event": 0.092,
"lease_rate_change_pct": -2.97,
"occupancy_shift": -0.021,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.37
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.88
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.458,
"capital_availability": 0.268,
"demand_pressure": 0.252,
"entitlement_friction": 0.222,
"labor_shortage": 0.565,
"portfolio_tightness": 0.494,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-103191",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:18:00Z",
"trace_id": "2282b4ed-492f-42d1-81cc-8c182ae72fc2"
} | {
"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": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.198,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.18,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.48,
"battery_mwh": 0.51,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-1AE6766B4E",
"grid_service_limit_mw": 16.05,
"gross_sqft": 1004536,
"infill_site": false,
"lease_expiry_months": 65,... | {
"capital_availability": 0.083,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.58,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.212,
"nearby_nodes": 5,
"network_redundancy_score": 0.768,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 141... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 85.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.55,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.6,
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"rent_growth_30d_pct": 0.92,
"rent_growth_90d_pct": 2.52,
"tenant_expansion_probability": 0.359
} | {
"annualized_noi_impact_usd": 4253,
"annualized_revenue_impact_usd": 6283,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 363035,
"expansion_capture_probability_post_event": 0.284,
"lease_rate_change_pct": 0.71,
"occupancy_shift": 0.013,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.94
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.32
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.083,
"demand_pressure": 0.634,
"entitlement_friction": 0.212,
"labor_shortage": 0.736,
"portfolio_tightness": 0.403,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-103192",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:07:00Z",
"trace_id": "e405dd19-5f11-476e-b7aa-bda185557dc3"
} | {
"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"growth_rate": 0.199,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.448,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.31,
"battery_mwh": 6.24,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-82ED377322",
"grid_service_limit_mw": 10.76,
"gross_sqft": 574693,
"infill_site": false,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.546,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.546,
"cross_node_rebalancing_capacity_pct": 0.179,
"entitlement_friction": 0.624,
"nearby_nodes": 4,
"network_redundancy_score": 0.873,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 81.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 71.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.2,
"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": 2.59,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.8,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 2.24,
"rent_growth_90d_pct": 2.4,
"tenant_expansion_probability": 0.387
} | {
"annualized_noi_impact_usd": -194956,
"annualized_revenue_impact_usd": -261510,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 681232,
"expansion_capture_probability_post_event": 0.255,
"lease_rate_change_pct": -0.63,
"occupancy_shift": -0.019,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.92
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31
},
{
"action": "deploy_peak_shaving",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.496,
"capital_availability": 0.546,
"demand_pressure": 0.371,
"entitlement_friction": 0.624,
"labor_shortage": 0.851,
"portfolio_tightness": 0.729,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-103193",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:33:00Z",
"trace_id": "6d8b01f0-587e-4de4-9217-5b511c6f654c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": -0.023,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.144,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.53,
"battery_mwh": 4.86,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-AFBA812352",
"grid_service_limit_mw": 11.11,
"gross_sqft": 210413,
"infill_site": true,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.117,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.294,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.385,
"nearby_nodes": 7,
"network_redundancy_score": 0.338,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 74.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40,
"dock_utilization_pct": 79.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"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": 1.49,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.2,
"occupancy_90d": 0.881,
"rent_growth_30d_pct": -1.11,
"rent_growth_90d_pct": -1.85,
"tenant_expansion_probability": 0.094
} | {
"annualized_noi_impact_usd": -58640,
"annualized_revenue_impact_usd": -93267,
"cap_rate_pressure_pct": -0.36,
"decision_horizon_days": 60,
"estimated_capex_usd": 530992,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.61,
"occupancy_shift": -0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.28
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.12
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.789,
"capital_availability": 0.117,
"demand_pressure": 0.34,
"entitlement_friction": 0.385,
"labor_shortage": 0.753,
"portfolio_tightness": 0.345,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-103194",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:32:00Z",
"trace_id": "e7db83ac-258d-4b13-831b-60242bbf4407"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.283,
"seasonality": 0.82,
"service_level_target... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 7.47,
"gross_sqft": 929281,
"infill_site": false,
"lease_expiry_months": 60,
... | {
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"network_redundancy_score": 0.858,
"portfolio_cluster": "new_jersey_exit_8a",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
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"confidence_band": "high",
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} | {
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.88
},
{
"action": "rebalance_carrie... | {
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"pow... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-103195",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T08:16:00Z",
"trace_id": "4501176a-fea3-442a-84fb-fe17694c303b"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
... | {
"class": "Labor_Constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.349,
"seasonality": 0.33,
"service... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 25.02,
"gross_sqft": 959648,
"infill_site": false,
"lease_expiry_months": 11,
"occ... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.74,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
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"dock_utilization_pct": 80.2,
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.1,
"shift_fill_rat... | {
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} | {
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"score": 28.37
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.23
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{
"action": "hold_service_levels_flat",
... | {
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"powe... |
1.0.0-forge-industrial-sample | {
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"severity": "critical",
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"timestamp": "2026-01-01T12:34:00Z",
"trace_id": "413e5349-fc71-4b35-9469-2b2bf3c3af08"
} | {
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
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"risk_of_churn": 0.123,
"seasonality": 0.74,
"service_level_... | {
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"grid_service_limit_mw": 22.36,
"gross_sqft": 954414,
"infill_site": false,
"lease_expiry_months": 40,
... | {
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"network_redundancy_score": 0.772,
"portfolio_cluster": "atlanta_south_atlanta",
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{
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"power_load_pct_of_service_limit": 42.9,
"reefer_temp_delta_c": 0.15,
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} | {
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},
{
"action": "shift_overflow_to_satellite",
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"score": 27.49
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{
"action": "activ... | {
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"labor_shortage": 0.693,
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... |
1.0.0-forge-industrial-sample | {
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:38:00Z",
"trace_id": "b9312afd-a072-41f9-be68-5cf209c88fb9"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"service_level_target"... | {
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"grid_service_limit_mw": 8.18,
"gross_sqft": 996264,
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"lease_expiry_months": 40,
... | {
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"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"event_name": "ORDER_GROWTH_OUTLIER",
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.9,
"shift_fill_rat... | {
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"confidence_band": "high",
"forecast_pr... | {
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"rent_growth_30d_pct": 4,
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} | {
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{
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"score": 30.01
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.91
},
{
"action": "secure_pop_up_capacity",
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-103198",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:29:00Z",
"trace_id": "229ae264-9da9-4fdf-bbf3-b9772cce3e9c"
} | {
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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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
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"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"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.232,
"seasonality": 0.82,
"service_level_target": ... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 13.03,
"gross_sqft": 1064199,
"infill_site": false,
"lease_expiry_months": 23,
"o... | {
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"network_redundancy_score": 0.619,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 744590... | [
{
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"power_load_pct_of_service_limit": 46,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"rent_growth_30d_pct": 1.14,
"rent_growth_90d_pct": -0.1,
"tenant_expansion_probability": 0.405
} | {
"annualized_noi_impact_usd": -29410,
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"service_penalty_risk_... | {
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{
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"score": 34.91
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.99
},
{
"action": "offer_preemptiv... | {
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"demand_pressure": 0.838,
"entitlement_friction": 0.597,
"labor_shortage": 0.562,
"portfolio_tightness": 0.363,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-103199",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:32:00Z",
"trace_id": "3e31e03f-850f-4828-995c-fde09c8053e9"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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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"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.132,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.358,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.8,
"battery_mwh": 10.69,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 47,
"facility_id": "FAC-89E4956332",
"grid_service_limit_mw": 13.53,
"gross_sqft": 470587,
"infill_site": false,
"lease_expiry_months": 17,
"occu... | {
"capital_availability": 0.401,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.289,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.405,
"nearby_nodes": 8,
"network_redundancy_score": 0.443,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 34... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 79.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 18.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"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": 1.49,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.1,
"occupancy_90d": 0.875,
"rent_growth_30d_pct": -1.04,
"rent_growth_90d_pct": 0.94,
"tenant_expansion_probability": 0.237
} | {
"annualized_noi_impact_usd": -36644,
"annualized_revenue_impact_usd": -52754,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 547466,
"expansion_capture_probability_post_event": 0.135,
"lease_rate_change_pct": -1.5,
"occupancy_shift": -0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.67
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.28
},
{
"action": "defer_noncri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.765,
"capital_availability": 0.401,
"demand_pressure": 0.373,
"entitlement_friction": 0.405,
"labor_shortage": 0.715,
"portfolio_tightness": 0.331,
... |
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