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": 0.777,
"id": "FORGE-108800",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:52:00Z",
"trace_id": "09e0e3ee-1bff-4ad4-8e88-14c1de42b882"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.011,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.3,
"seasonality": 0.82,
"service_level_target": 0.9... | {
"automation_penetration": 0.61,
"battery_mwh": 10.24,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-F0933C6B9D",
"grid_service_limit_mw": 12.74,
"gross_sqft": 1084063,
"infill_site": true,
"lease_expiry_months": 25,
"o... | {
"capital_availability": 0.36,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.728,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.104,
"nearby_nodes": 4,
"network_redundancy_score": 0.453,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 93.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.9,
"dock_utilization_pct": 85.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.667,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.19,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.75,
"rent_growth_90d_pct": 5.2,
"tenant_expansion_probability": 0.311
} | {
"annualized_noi_impact_usd": -8302,
"annualized_revenue_impact_usd": -10738,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 398045,
"expansion_capture_probability_post_event": 0.303,
"lease_rate_change_pct": 1.77,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 24.89
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 23.47
},
{
"action": "lock_power_capacity_reservation",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.258,
"capital_availability": 0.36,
"demand_pressure": 0.66,
"entitlement_friction": 0.104,
"labor_shortage": 0.605,
"portfolio_tightness": 0.429,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-108801",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T06:40:00Z",
"trace_id": "25149f45-0bb0-4da2-b9cf-404839a5db74"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.084,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.298,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.32,
"battery_mwh": 2.35,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-43D06356F7",
"grid_service_limit_mw": 22.15,
"gross_sqft": 1124636,
"infill_site": false,
"lease_expiry_months": 16,
"o... | {
"capital_availability": 0.29,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.76,
"cross_node_rebalancing_capacity_pct": 0.202,
"entitlement_friction": 0.318,
"nearby_nodes": 8,
"network_redundancy_score": 0.555,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 90.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 85,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"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": 1.86,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.9,
"occupancy_90d": 0.892,
"rent_growth_30d_pct": 1.71,
"rent_growth_90d_pct": 3.69,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -38981,
"annualized_revenue_impact_usd": -55525,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 411407,
"expansion_capture_probability_post_event": 0.205,
"lease_rate_change_pct": 0.89,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.24
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.17
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.411,
"capital_availability": 0.29,
"demand_pressure": 0.618,
"entitlement_friction": 0.318,
"labor_shortage": 0.591,
"portfolio_tightness": 0.447,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-108802",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:44:00Z",
"trace_id": "a4d7421b-5f91-43bc-b064-5e4a72202ce2"
} | {
"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": 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": false,
"growth_rate": -0.008,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.255,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.28,
"battery_mwh": 4.1,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 32,
"facility_id": "FAC-3A656A3E24",
"grid_service_limit_mw": 11.3,
"gross_sqft": 324549,
"infill_site": true,
"lease_expiry_months": 18,
"o... | {
"capital_availability": 0.783,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.511,
"cross_node_rebalancing_capacity_pct": 0.059,
"entitlement_friction": 0.442,
"nearby_nodes": 4,
"network_redundancy_score": 0.575,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 31.2,
"dock_utilization_pct": 79.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.626,
"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": 1.95,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.8,
"occupancy_90d": 0.898,
"rent_growth_30d_pct": 1.02,
"rent_growth_90d_pct": 0.37,
"tenant_expansion_probability": 0.271
} | {
"annualized_noi_impact_usd": -12361,
"annualized_revenue_impact_usd": -18538,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 517314,
"expansion_capture_probability_post_event": 0.245,
"lease_rate_change_pct": -2.34,
"occupancy_shift": 0.016,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.82
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 24.73
},
{
"action": "lock_power_capacity_reservation",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.384,
"capital_availability": 0.783,
"demand_pressure": 0.358,
"entitlement_friction": 0.442,
"labor_shortage": 0.683,
"portfolio_tightness": 0.35,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-108803",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:10:00Z",
"trace_id": "9b6af9a9-0516-48b4-ad22-40a4250f5fbe"
} | {
"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": 8.2,
"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": 0.071,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.428,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.28,
"battery_mwh": 0.48,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-6F01D5D3E5",
"grid_service_limit_mw": 25.06,
"gross_sqft": 1102690,
"infill_site": false,
"lease_expiry_months": 14,... | {
"capital_availability": 0.354,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.658,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.234,
"nearby_nodes": 5,
"network_redundancy_score": 0.787,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 868811... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 82.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"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": 2.01,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.2,
"occupancy_90d": 0.875,
"rent_growth_30d_pct": 0.63,
"rent_growth_90d_pct": 0.38,
"tenant_expansion_probability": 0.211
} | {
"annualized_noi_impact_usd": -208218,
"annualized_revenue_impact_usd": -278412,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 432382,
"expansion_capture_probability_post_event": 0.122,
"lease_rate_change_pct": -2.15,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.76
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.77
},
{
"action": "deploy_peak_shaving",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.363,
"capital_availability": 0.354,
"demand_pressure": 0.519,
"entitlement_friction": 0.234,
"labor_shortage": 0.679,
"portfolio_tightness": 0.353,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.738,
"id": "FORGE-108804",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:20:00Z",
"trace_id": "61f3403e-e587-479d-9e50-e4e65b2f0685"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.082,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.369,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.78,
"battery_mwh": 5.79,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-E529CD04FF",
"grid_service_limit_mw": 20.32,
"gross_sqft": 791529,
"infill_site": true,
"lease_expiry_months": 35,
"occu... | {
"capital_availability": 0.845,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.552,
"cross_node_rebalancing_capacity_pct": 0.072,
"entitlement_friction": 0.232,
"nearby_nodes": 2,
"network_redundancy_score": 0.863,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.2,
"dock_utilization_pct": 81.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.667,
"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": 2.47,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 90.2,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 2.25,
"rent_growth_90d_pct": 1.97,
"tenant_expansion_probability": 0.3... | {
"annualized_noi_impact_usd": -24209,
"annualized_revenue_impact_usd": -37856,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 479334,
"expansion_capture_probability_post_event": 0.327,
"lease_rate_change_pct": -0.61,
"occupancy_shift": 0.013,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.52
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.67
},
{
"action": "hold_service_levels_flat",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.459,
"capital_availability": 0.845,
"demand_pressure": 0.463,
"entitlement_friction": 0.232,
"labor_shortage": 0.744,
"portfolio_tightness": 0.42,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-108805",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:34:00Z",
"trace_id": "0c6dc32b-9f9f-4b65-85fe-b566572bbd96"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7,
"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": 0.177,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.291,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 6.98,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-F78EBD84ED",
"grid_service_limit_mw": 10.72,
"gross_sqft": 904763,
"infill_site": true,
"lease_expiry_months": 66,
... | {
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"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.721,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.175,
"nearby_nodes": 7,
"network_redundancy_score": 0.861,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 19... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 32.6,
"dock_utilization_pct": 82.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.3,
"shift_fill_ra... | {
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"anomaly_score": 0.661,
"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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"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.9,
"rent_growth_90d_pct": 2.78,
"tenant_expansion_probability": 0.445
} | {
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"annualized_revenue_impact_usd": 27748,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 484464,
"expansion_capture_probability_post_event": 0.426,
"lease_rate_change_pct": 1.07,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
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"reason": "transport_flexibility",
"score": 31.62
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 27.2
},
{
"action": "monitor_and_s... | {
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"friction_profile": {
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"capital_availability": 0.427,
"demand_pressure": 0.536,
"entitlement_friction": 0.175,
"labor_shortage": 0.609,
"portfolio_tightness": 0.33,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-108806",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:14:00Z",
"trace_id": "cc044d69-2241-4695-9c05-b141a1a607f8"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
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"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.147,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.47,
"seasonality": 0.33,
"service_le... | {
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"battery_mwh": 7.95,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-CF05EB7CED",
"grid_service_limit_mw": 12.45,
"gross_sqft": 976071,
"infill_site": false,
"lease_expiry_months": 15,
... | {
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"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.677,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.325,
"nearby_nodes": 8,
"network_redundancy_score": 0.806,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 16... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34,
"dock_utilization_pct": 79.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 69,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.6,
"shift_fill_rate_... | {
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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": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.7,
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"rent_growth_30d_pct": -0.36,
"rent_growth_90d_pct": -0.45,
"tenant_expansion_probability": 0.264
... | {
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"annualized_revenue_impact_usd": -228687,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 90,
"estimated_capex_usd": 528980,
"expansion_capture_probability_post_event": 0.168,
"lease_rate_change_pct": -2.14,
"occupancy_shift": -0.019,
"service_penalty_r... | {
"alternative_actions": [
{
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"reason": "reserve_growth_path",
"score": 25.7
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.18
},
{
"action": "rebalance_carrier_mix",
"... | {
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"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.727,
"demand_pressure": 0.365,
"entitlement_friction": 0.325,
"labor_shortage": 0.535,
"portfolio_tightness": 0.383,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-108807",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:37:00Z",
"trace_id": "45d97d31-1b7a-4842-ad38-b2373585b75e"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.159,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.379,
"seasonality": 0.61,
"service_level_target": 0.95... | {
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"battery_mwh": 10.64,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-A756F8FF66",
"grid_service_limit_mw": 14.86,
"gross_sqft": 629113,
"infill_site": false,
"lease_expiry_months": 54,
"occ... | {
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"competitive_pressure_score": 0.322,
"cross_node_rebalancing_capacity_pct": 0.134,
"entitlement_friction": 0.235,
"nearby_nodes": 2,
"network_redundancy_score": 0.532,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 256897... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 82.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 83.2,
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"rent_growth_30d_pct": 1.33,
"rent_growth_90d_pct": 2.86,
"tenant_expansion_probability": 0.36
} | {
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"annualized_revenue_impact_usd": -62248,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.267,
"lease_rate_change_pct": 0.09,
"occupancy_shift": -0.005,
"service_penalty_risk... | {
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{
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"reason": "service_continuity",
"score": 33.84
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.69
},
{
"action": "rebalance_carri... | {
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"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.491,
"demand_pressure": 0.459,
"entitlement_friction": 0.235,
"labor_shortage": 1,
"portfolio_tightness": 0.486,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-108808",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:11:00Z",
"trace_id": "72b8df87-a9c2-4fce-b738-519be490e207"
} | {
"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": [
{
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"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": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": -0.009,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.188,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.76,
"battery_mwh": 6.57,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-D6B6D8FDD3",
"grid_service_limit_mw": 10.6,
"gross_sqft": 958393,
"infill_site": true,
"lease_expiry_months": 8,
"occupa... | {
"capital_availability": 0.494,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.622,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.588,
"nearby_nodes": 5,
"network_redundancy_score": 0.669,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 80... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35,
"dock_utilization_pct": 79.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 36.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.631,
"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": 2.87,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 2.68,
"rent_growth_90d_pct": 2.39,
"tenant_expansion_probability": 0.336
} | {
"annualized_noi_impact_usd": -40107,
"annualized_revenue_impact_usd": -62397,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 544709,
"expansion_capture_probability_post_event": 0.302,
"lease_rate_change_pct": -1.1,
"occupancy_shift": 0.018,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.08
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.13
},
{
"action": "monitor_and_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.289,
"capital_availability": 0.494,
"demand_pressure": 0.301,
"entitlement_friction": 0.588,
"labor_shortage": 0.812,
"portfolio_tightness": 0.599,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-108809",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:52:00Z",
"trace_id": "5a3d9553-da83-4d4b-9165-bba2f3f8c6da"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": -0.007,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.205,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.32,
"battery_mwh": 2.18,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-05E0F20733",
"grid_service_limit_mw": 13.65,
"gross_sqft": 995226,
"infill_site": false,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.628,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.713,
"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.285,
"nearby_nodes": 5,
"network_redundancy_score": 0.848,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.8,
"dock_utilization_pct": 86.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.831,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.54,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.9,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 2.73,
"rent_growth_90d_pct": 4.77,
"tenant_expansion_probability": 0.165
} | {
"annualized_noi_impact_usd": -241538,
"annualized_revenue_impact_usd": -407611,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 541921,
"expansion_capture_probability_post_event": 0.068,
"lease_rate_change_pct": 0.18,
"occupancy_shift": 0.012,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.21
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.58
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
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"demand_pressure": 0.684,
"entitlement_friction": 0.285,
"labor_shortage": 0.917,
"portfolio_tightness": 0.56,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-108810",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:43:00Z",
"trace_id": "8102af55-7e85-4c8c-bd73-a6825b7f432e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
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},
{
"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": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.111,
"seasonality": 0.49,
"service_level_targ... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
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"grid_service_limit_mw": 20.58,
"gross_sqft": 845503,
"infill_site": false,
"lease_expiry_months": 12,
... | {
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"competitive_pressure_score": 0.277,
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"nearby_nodes": 8,
"network_redundancy_score": 0.697,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 615421,... | [
{
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"power_load_pct_of_service_limit": 91.9,
"reefer_temp_delta_c": 0.9,
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"shift_fill... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": -0.93,
"rent_growth_90d_pct": -1.54,
"tenant_expansion_probability": ... | {
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"lease_rate_change_pct": -4.89,
"occupancy_shift": -0.008,
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{
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"score": 33.45
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.28
},
{
"action": "escalate_utility_interco... | {
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"demand_pressure": 0.249,
"entitlement_friction": 0.466,
"labor_shortage": 0.79,
"portfolio_tightness": 0.428,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-108811",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:32:00Z",
"trace_id": "f8100e6d-68fa-4a8d-a7b1-d7263122a015"
} | {
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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",
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},
{... | {
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.364,
"seasonality": 0.33,
"service_... | {
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"clear_height_ft": 36,
"cold_storage_enabled": false,
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"grid_service_limit_mw": 9.2,
"gross_sqft": 606482,
"infill_site": true,
"lease_expiry_months": 38,
"... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.729,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
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"dock_utilization_pct": 85.2,
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"power_load_pct_of_service_limit": 68,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fill_... | {
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"confidence_band": "moderate",
"forec... | {
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"rent_growth_30d_pct": 2.88,
"rent_growth_90d_pct": 2.19,
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} | {
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{
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"score": 37.48
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.47
},
{
"action": "secure_pop_up_ca... | {
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"demand_pressure": 0.561,
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"labor_shortage": 0.922,
"portfolio_tightness": 0.711,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-108812",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:23:00Z",
"trace_id": "022b9711-de14-4320-89ac-817a74065997"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"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"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.434,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 4.86,
"building_class": "class_a",
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"grid_service_limit_mw": 23.1,
"gross_sqft": 1321672,
"infill_site": false,
"lease_expiry_months": 36,
"oc... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.878,
"portfolio_cluster": "chicago_joliet",
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{
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"power_load_pct_of_service_limit": 54.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.5,
"shift_fill... | {
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"confidence_band": "high",
"forecast_pres... | {
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"rent_growth_30d_pct": 3.5,
"rent_growth_90d_pct": 2.16,
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} | {
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"lease_rate_change_pct": -0.56,
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"service_penalty_risk... | {
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{
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"reason": "long_horizon_power_fix",
"score": 30.41
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.09
},
{
"action": "depl... | {
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"demand_pressure": 0.552,
"entitlement_friction": 0.141,
"labor_shortage": 0.536,
"portfolio_tightness": 0.496,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-108813",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:04:00Z",
"trace_id": "b7cfddcc-9e5e-4bd1-87fa-875ee53d98ce"
} | {
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.177,
"seasonality": 0.33,
"servi... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-632D4B3251",
"grid_service_limit_mw": 17.41,
"gross_sqft": 763960,
"infill_site": true,
"lease_expiry_months": 40,
... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.53,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 752571,... | [
{
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"power_load_pct_of_service_limit": 62.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.1,
"shift_fill_... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.24,
"rent_growth_90d_pct": 3.57,
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} | {
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"expansion_capture_probability_post_event": 0.291,
"lease_rate_change_pct": 0.29,
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"service_penalty_risk_us... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.65
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 23.93
},
{
"action": "monitor_and_stage",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.864,
"demand_pressure": 0.403,
"entitlement_friction": 0.633,
"labor_shortage": 0.616,
"portfolio_tightness": 0.362,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-108814",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:31:00Z",
"trace_id": "e9bc5bfd-5b83-4bfc-9961-523e70539dda"
} | {
"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",
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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": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.49,
"seasonality": 0.82,
"service_level_target"... | {
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"battery_mwh": 11.72,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-506E1CB95A",
"grid_service_limit_mw": 18.59,
"gross_sqft": 954504,
"infill_site": false,
"lease_expiry_months": 44,
"oc... | {
"capital_availability": 0.708,
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"entitlement_friction": 0.525,
"nearby_nodes": 3,
"network_redundancy_score": 0.487,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.691,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.03,
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"occupancy_90d": 0.958,
"rent_growth_30d_pct": 2.99,
"rent_growth_90d_pct": 2.64,
"tenant_expansion_probability": 0.447... | {
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"lease_rate_change_pct": 0.42,
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"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.91
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.96
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.173,
"capital_availability": 0.708,
"demand_pressure": 0.725,
"entitlement_friction": 0.525,
"labor_shortage": 0.617,
"portfolio_tightness": 0.341,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-108815",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:06:00Z",
"trace_id": "11d83dcf-b5e4-45cf-b116-e8e4ee94dc12"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.011,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.114,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.21,
"battery_mwh": 5.21,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-CC2534673B",
"grid_service_limit_mw": 12.02,
"gross_sqft": 662509,
"infill_site": false,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.339,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.761,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.353,
"nearby_nodes": 4,
"network_redundancy_score": 0.431,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 83.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.749,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.62,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.4,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 2.27,
"rent_growth_90d_pct": 1.16,
"tenant_expansion_probability": 0.249
} | {
"annualized_noi_impact_usd": -128944,
"annualized_revenue_impact_usd": -174838,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 322799,
"expansion_capture_probability_post_event": 0.178,
"lease_rate_change_pct": -1.76,
"occupancy_shift": 0.012,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.54
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.39
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.485,
"capital_availability": 0.339,
"demand_pressure": 0.471,
"entitlement_friction": 0.353,
"labor_shortage": 0.828,
"portfolio_tightness": 0.627,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-108816",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T06:32:00Z",
"trace_id": "b02e47f6-1549-4fb7-949f-7306ccd58ff4"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": -0.013,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.252,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.71,
"battery_mwh": 6.42,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-0D9A057694",
"grid_service_limit_mw": 14.24,
"gross_sqft": 1175687,
"infill_site": true,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.691,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.716,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.542,
"nearby_nodes": 8,
"network_redundancy_score": 0.614,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 81... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.3,
"dock_utilization_pct": 78.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 72.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 0.1,
"rent_growth_90d_pct": 0.39,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -323780,
"annualized_revenue_impact_usd": -525670,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 758376,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.26,
"occupancy_shift": -0.014,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.86
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.49
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.283,
"capital_availability": 0.691,
"demand_pressure": 0.296,
"entitlement_friction": 0.542,
"labor_shortage": 0.608,
"portfolio_tightness": 0.458,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-108817",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:11:00Z",
"trace_id": "7f03830c-fdd8-4b12-a5da-6917ce4a6046"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.268,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.358,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.43,
"battery_mwh": 3.16,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-B352C9F007",
"grid_service_limit_mw": 9.88,
"gross_sqft": 914037,
"infill_site": false,
"lease_expiry_months": 67,
"occu... | {
"capital_availability": 0.493,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.279,
"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.757,
"nearby_nodes": 2,
"network_redundancy_score": 0.65,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 75.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.7,
"dock_utilization_pct": 82,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.71,
"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": 2.8,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.3,
"rent_growth_90d_pct": 4.72,
"tenant_expansion_probability": 0.566
} | {
"annualized_noi_impact_usd": 107444,
"annualized_revenue_impact_usd": 149002,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 703401,
"expansion_capture_probability_post_event": 0.486,
"lease_rate_change_pct": 1.8,
"occupancy_shift": 0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.5
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.75
},
{
"action": "shift_overflow_to_satellite",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.379,
"capital_availability": 0.493,
"demand_pressure": 0.409,
"entitlement_friction": 0.757,
"labor_shortage": 0.78,
"portfolio_tightness": 0.649,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-108818",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:38:00Z",
"trace_id": "ce65bf4c-5863-4ac6-af09-9d37462b4e17"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.25,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.16,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.44,
"battery_mwh": 2.8,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-53935FE544",
"grid_service_limit_mw": 14.95,
"gross_sqft": 633821,
"infill_site": true,
"lease_expiry_months": 35,
"... | {
"capital_availability": 0.268,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.548,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.332,
"nearby_nodes": 4,
"network_redundancy_score": 0.697,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 78.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.8,
"dock_utilization_pct": 85.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"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": 1.87,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.6,
"occupancy_90d": 0.986,
"rent_growth_30d_pct": 1.95,
"rent_growth_90d_pct": 2.65,
"tenant_expansion_probability": 0.493
} | {
"annualized_noi_impact_usd": 28108,
"annualized_revenue_impact_usd": 41887,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 519361,
"expansion_capture_probability_post_event": 0.421,
"lease_rate_change_pct": 1.26,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.17
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.63
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.275,
"capital_availability": 0.268,
"demand_pressure": 0.625,
"entitlement_friction": 0.332,
"labor_shortage": 0.754,
"portfolio_tightness": 0.451,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-108819",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:59:00Z",
"trace_id": "7564d5e8-1977-4acb-825a-549fe237ea0d"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.091,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.472,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.35,
"battery_mwh": 5.52,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 50,
"facility_id": "FAC-CACB0F6E41",
"grid_service_limit_mw": 18.27,
"gross_sqft": 504849,
"infill_site": true,
"lease_expiry_months": 37,
"... | {
"capital_availability": 0.157,
"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.354,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.611,
"nearby_nodes": 2,
"network_redundancy_score": 0.469,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 80.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.6,
"dock_utilization_pct": 83.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 86,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.13,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.2,
"occupancy_90d": 0.889,
"rent_growth_30d_pct": 0.87,
"rent_growth_90d_pct": 3.27,
"tenant_expansion_probability": 0.202
} | {
"annualized_noi_impact_usd": -141653,
"annualized_revenue_impact_usd": -200162,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 572532,
"expansion_capture_probability_post_event": 0.077,
"lease_rate_change_pct": -0.57,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.33
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.01
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.394,
"capital_availability": 0.157,
"demand_pressure": 0.542,
"entitlement_friction": 0.611,
"labor_shortage": 0.641,
"portfolio_tightness": 0.431,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-108820",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T06:51:00Z",
"trace_id": "52751f3f-5de7-4bab-9e43-d7091fba2398"
} | {
"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": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.264,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.475,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.81,
"battery_mwh": 1.57,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-7A8F514EC3",
"grid_service_limit_mw": 13.96,
"gross_sqft": 1219848,
"infill_site": true,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.509,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.401,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.648,
"nearby_nodes": 3,
"network_redundancy_score": 0.676,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.3,
"dock_utilization_pct": 85.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"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": 2.32,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 1.81,
"rent_growth_90d_pct": 2.06,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": -24506,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 622413,
"expansion_capture_probability_post_event": 0.371,
"lease_rate_change_pct": 0.23,
"occupancy_shift": -0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.94
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.59
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.766,
"capital_availability": 0.509,
"demand_pressure": 0.625,
"entitlement_friction": 0.648,
"labor_shortage": 0.858,
"portfolio_tightness": 0.567,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.869,
"id": "FORGE-108821",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:28:00Z",
"trace_id": "0b397504-a1b3-450f-8015-4d9fa39ab18c"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.05,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.178,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.22,
"battery_mwh": 1.33,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-366C059625",
"grid_service_limit_mw": 9.11,
"gross_sqft": 204614,
"infill_site": true,
"lease_expiry_months": 53,
"occup... | {
"capital_availability": 0.321,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.708,
"cross_node_rebalancing_capacity_pct": 0.066,
"entitlement_friction": 0.225,
"nearby_nodes": 5,
"network_redundancy_score": 0.527,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.4,
"dock_utilization_pct": 82.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.78,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 2.61,
"rent_growth_90d_pct": 4.7,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": -35846,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 548155,
"expansion_capture_probability_post_event": 0.182,
"lease_rate_change_pct": 0.69,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.49
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.01
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.321,
"demand_pressure": 0.451,
"entitlement_friction": 0.225,
"labor_shortage": 0.948,
"portfolio_tightness": 0.623,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-108822",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T06:32:00Z",
"trace_id": "eadd281b-ac95-474d-a4c5-d39aaacf3c3f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"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": 0.155,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.176,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.78,
"battery_mwh": 0.93,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-72B0B1A893",
"grid_service_limit_mw": 18.12,
"gross_sqft": 1034726,
"infill_site": true,
"lease_expiry_months": 35,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.751,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.205,
"nearby_nodes": 7,
"network_redundancy_score": 0.833,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1933882,
... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 82.5,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 47.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"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": 1.85,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.4,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": 0.34,
"rent_growth_90d_pct": 1.36,
"tenant_expansion_probability"... | {
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"annualized_revenue_impact_usd": -59176,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 390346,
"expansion_capture_probability_post_event": 0.228,
"lease_rate_change_pct": -0.66,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.8
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.21
},
{
"action": "activate_temp_la... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.72,
"capital_availability": 0,
"demand_pressure": 0.507,
"entitlement_friction": 0.205,
"labor_shortage": 0.792,
"portfolio_tightness": 0.383,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-108823",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T06:49:00Z",
"trace_id": "21560923-1b01-41a4-a49c-72e272a817cd"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.096,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.146,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.24,
"battery_mwh": 10.92,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 142,
"facility_id": "FAC-6153750FF7",
"grid_service_limit_mw": 15.36,
"gross_sqft": 1424208,
"infill_site": false,
"lease_expiry_months": 67... | {
"capital_availability": 0.164,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.439,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.431,
"nearby_nodes": 2,
"network_redundancy_score": 0.372,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.5,
"dock_utilization_pct": 82.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.46,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.7,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 1.84,
"rent_growth_90d_pct": 2.54,
"tenant_expansion_probability": 0.287
} | {
"annualized_noi_impact_usd": -362716,
"annualized_revenue_impact_usd": -484582,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 626357,
"expansion_capture_probability_post_event": 0.185,
"lease_rate_change_pct": -0.82,
"occupancy_shift": 0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.47
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.5
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.742,
"capital_availability": 0.164,
"demand_pressure": 0.45,
"entitlement_friction": 0.431,
"labor_shortage": 0.965,
"portfolio_tightness": 0.643,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-108824",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:43:00Z",
"trace_id": "87398375-ba88-496d-8b21-ff6d82b9a022"
} | {
"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": 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": 0.438,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.396,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.28,
"battery_mwh": 5.85,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 107,
"facility_id": "FAC-F6AFEE2927",
"grid_service_limit_mw": 16.81,
"gross_sqft": 1079276,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.371,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.493,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.469,
"nearby_nodes": 3,
"network_redundancy_score": 0.497,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.8,
"dock_utilization_pct": 86.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 83.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.744,
"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": 2.01,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.5,
"occupancy_90d": 0.986,
"rent_growth_30d_pct": 3,
"rent_growth_90d_pct": 5.51,
"tenant_expansion_probability": 0.70... | {
"annualized_noi_impact_usd": 200131,
"annualized_revenue_impact_usd": 274977,
"cap_rate_pressure_pct": 0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 693593,
"expansion_capture_probability_post_event": 0.645,
"lease_rate_change_pct": 4.19,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.76
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.02
},
{
"action": "activate_temp_lab... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.371,
"demand_pressure": 0.734,
"entitlement_friction": 0.469,
"labor_shortage": 0.649,
"portfolio_tightness": 0.344,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-108825",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:50:00Z",
"trace_id": "fda44d90-ca9e-44a1-aa4b-9ab4c7db3198"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"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": 0.165,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.437,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.19,
"battery_mwh": 9.57,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 32,
"facility_id": "FAC-FB98F7E002",
"grid_service_limit_mw": 11.82,
"gross_sqft": 328065,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.404,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.659,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.354,
"nearby_nodes": 6,
"network_redundancy_score": 0.547,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.9,
"dock_utilization_pct": 83.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 89.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.725,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.29,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.6,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 3.56,
"rent_growth_90d_pct": 4.47,
"tenant_expansion_probability": 0.422
} | {
"annualized_noi_impact_usd": 4569,
"annualized_revenue_impact_usd": 7146,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 579548,
"expansion_capture_probability_post_event": 0.354,
"lease_rate_change_pct": 1.12,
"occupancy_shift": 0.005,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
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"reason": "reserve_growth_path",
"score": 54.11
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.4
},
{
"action": "offer_preemptive_exp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.404,
"demand_pressure": 0.525,
"entitlement_friction": 0.354,
"labor_shortage": 0.708,
"portfolio_tightness": 0.508,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-108826",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:56:00Z",
"trace_id": "38166eac-eb92-4382-9449-36b2e6710437"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.042,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.428,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.73,
"battery_mwh": 7.02,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-17550E2A3D",
"grid_service_limit_mw": 14.24,
"gross_sqft": 709007,
"infill_site": false,
"lease_expiry_months": 59,
"occ... | {
"capital_availability": 0.057,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.315,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.645,
"nearby_nodes": 3,
"network_redundancy_score": 0.542,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 73.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.1,
"dock_utilization_pct": 76.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.57,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.1,
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"rent_growth_30d_pct": -1.92,
"rent_growth_90d_pct": -1.64,
"tenant_expansion_probability": 0.116
} | {
"annualized_noi_impact_usd": -154268,
"annualized_revenue_impact_usd": -230968,
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"decision_horizon_days": 60,
"estimated_capex_usd": 725087,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.89,
"occupancy_shift": -0.028,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.34
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 27.55
},
{
"action": "activate_temp_labor... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.057,
"demand_pressure": 0.193,
"entitlement_friction": 0.645,
"labor_shortage": 0.782,
"portfolio_tightness": 0.314,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-108827",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:20:00Z",
"trace_id": "03d63d8b-c57f-45d0-9a91-08b48aeaf8f6"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.255,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.039,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.51,
"battery_mwh": 7.19,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 27,
"facility_id": "FAC-40D94D28C0",
"grid_service_limit_mw": 18.77,
"gross_sqft": 276357,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.247,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.47,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.089,
"nearby_nodes": 3,
"network_redundancy_score": 0.867,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 83.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.8,
"dock_utilization_pct": 81.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.7,
"occupancy_90d": 0.887,
"rent_growth_30d_pct": 0.29,
"rent_growth_90d_pct": -0.94,
"tenant_expansion_probability": 0.3... | {
"annualized_noi_impact_usd": -15838,
"annualized_revenue_impact_usd": -25092,
"cap_rate_pressure_pct": -0.27,
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"expansion_capture_probability_post_event": 0.285,
"lease_rate_change_pct": -1.74,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.4
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.23
},
{
"action": "shift_overflow_to_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.247,
"demand_pressure": 0.411,
"entitlement_friction": 0.089,
"labor_shortage": 0.686,
"portfolio_tightness": 0.449,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-108828",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:10:00Z",
"trace_id": "eefce3d9-294f-4a2f-b8b8-06c647888333"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.252,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.174,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.36,
"battery_mwh": 7.51,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-3B3800932B",
"grid_service_limit_mw": 17.28,
"gross_sqft": 947303,
"infill_site": false,
"lease_expiry_months": 60,
"occ... | {
"capital_availability": 0.058,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.648,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.193,
"nearby_nodes": 3,
"network_redundancy_score": 0.524,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 83.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 47.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.65,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 0.64,
"rent_growth_90d_pct": 2.03,
"tenant_expansion_probability": 0.429
} | {
"annualized_noi_impact_usd": -18674,
"annualized_revenue_impact_usd": -29658,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 518893,
"expansion_capture_probability_post_event": 0.348,
"lease_rate_change_pct": 0.59,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.38
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.3
},
{
"action": "offer_preempti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.671,
"capital_availability": 0.058,
"demand_pressure": 0.557,
"entitlement_friction": 0.193,
"labor_shortage": 0.836,
"portfolio_tightness": 0.378,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-108829",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:59:00Z",
"trace_id": "c5807a48-1ee7-4c4a-b4de-91f2c3a90a02"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9,
"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": 0.146,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.166,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.24,
"battery_mwh": 9.27,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-7E3544F7D7",
"grid_service_limit_mw": 11.64,
"gross_sqft": 882951,
"infill_site": false,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.423,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.377,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.737,
"nearby_nodes": 4,
"network_redundancy_score": 0.487,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 111... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 57.4,
"dock_utilization_pct": 89.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.842,
"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": 2.49,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.9,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 3.18,
"rent_growth_90d_pct": 5.56,
"tenant_expansion_probability": 0.361
} | {
"annualized_noi_impact_usd": 92783,
"annualized_revenue_impact_usd": 150428,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 601435,
"expansion_capture_probability_post_event": 0.248,
"lease_rate_change_pct": 1.48,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 42.13
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.68
},
{
"action": "secure_pop_up_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.423,
"demand_pressure": 0.811,
"entitlement_friction": 0.737,
"labor_shortage": 0.989,
"portfolio_tightness": 0.571,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-108830",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:38:00Z",
"trace_id": "83905220-ab9f-4178-ad00-ec6b1a12608a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.138,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.387,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.26,
"battery_mwh": 2.35,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 129,
"facility_id": "FAC-81DA4CFB5C",
"grid_service_limit_mw": 19.43,
"gross_sqft": 1295364,
"infill_site": true,
"lease_expiry_months": 62,
"occ... | {
"capital_availability": 0.768,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.591,
"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.423,
"nearby_nodes": 6,
"network_redundancy_score": 0.871,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 556089... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 29.5,
"dock_utilization_pct": 80.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.686,
"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": 2.28,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.7,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 2.25,
"rent_growth_90d_pct": 3.26,
"tenant_expansion_probability": 0.373
} | {
"annualized_noi_impact_usd": -36376,
"annualized_revenue_impact_usd": -58548,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 714420,
"expansion_capture_probability_post_event": 0.312,
"lease_rate_change_pct": 0.26,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.57
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 36.39
},
{
"action": "dep... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.768,
"demand_pressure": 0.4,
"entitlement_friction": 0.423,
"labor_shortage": 0.578,
"portfolio_tightness": 0.47,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-108831",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:02:00Z",
"trace_id": "73c5f4dd-4016-4516-8820-c20f4e5cd9ee"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.5,
"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": 0.242,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.378,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.55,
"battery_mwh": 9.9,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 118,
"facility_id": "FAC-E5B7919BA8",
"grid_service_limit_mw": 16.07,
"gross_sqft": 1187163,
"infill_site": false,
"lease_expiry_months": 45,
"occ... | {
"capital_availability": 0.543,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.279,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.321,
"nearby_nodes": 8,
"network_redundancy_score": 0.41,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 89.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53,
"dock_utilization_pct": 88.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.6,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.956,
"rent_growth_30d_pct": 1.38,
"rent_growth_90d_pct": 1.01,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": -237192,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 729743,
"expansion_capture_probability_post_event": 0.218,
"lease_rate_change_pct": -1.17,
"occupancy_shift": 0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.28
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.11
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.543,
"demand_pressure": 0.819,
"entitlement_friction": 0.321,
"labor_shortage": 0.819,
"portfolio_tightness": 0.314,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-108832",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:32:00Z",
"trace_id": "e7e1db02-1cba-431e-8a4a-b94fcdc11b12"
} | {
"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": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.089,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.32,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.53,
"battery_mwh": 2.86,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 42,
"facility_id": "FAC-08E957AA5A",
"grid_service_limit_mw": 25.08,
"gross_sqft": 425285,
"infill_site": false,
"lease_expiry_months": 65,
"occu... | {
"capital_availability": 0.412,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.617,
"cross_node_rebalancing_capacity_pct": 0.112,
"entitlement_friction": 0.7,
"nearby_nodes": 6,
"network_redundancy_score": 0.735,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 82.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 81.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.722,
"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": 2.22,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.4,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 1.63,
"rent_growth_90d_pct": 0.89,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -32958,
"annualized_revenue_impact_usd": -56753,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 45,
"estimated_capex_usd": 690300,
"expansion_capture_probability_post_event": 0.209,
"lease_rate_change_pct": -2.57,
"occupancy_shift": 0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.18
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.19
},
{
"action": "defer_noncritical... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.631,
"capital_availability": 0.412,
"demand_pressure": 0.469,
"entitlement_friction": 0.7,
"labor_shortage": 0.803,
"portfolio_tightness": 0.438,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-108833",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:37:00Z",
"trace_id": "a852e3aa-f9da-4df4-983f-0b57e3874f4a"
} | {
"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": 7.4,
"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": 0.388,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.328,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.73,
"battery_mwh": 12.09,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-B3B2563DBF",
"grid_service_limit_mw": 22.51,
"gross_sqft": 1349076,
"infill_site": false,
"lease_expiry_months": 30,
"... | {
"capital_availability": 0.478,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.733,
"cross_node_rebalancing_capacity_pct": 0.114,
"entitlement_friction": 0.679,
"nearby_nodes": 2,
"network_redundancy_score": 0.609,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 810374,... | [
{
"appointment_fill_pct": 91,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.2,
"dock_utilization_pct": 84.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 63.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.7,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.687,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.19,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.6,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 2.42,
"rent_growth_90d_pct": 1.41,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 224355,
"annualized_revenue_impact_usd": 352277,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 606343,
"expansion_capture_probability_post_event": 0.661,
"lease_rate_change_pct": 0.92,
"occupancy_shift": 0.021,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.12
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.91
},
{
"action": "activ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.258,
"capital_availability": 0.478,
"demand_pressure": 0.607,
"entitlement_friction": 0.679,
"labor_shortage": 0.748,
"portfolio_tightness": 0.382,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.863,
"id": "FORGE-108834",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:23:00Z",
"trace_id": "8ac6e3e5-02e4-4c7d-805f-2261bf5aa908"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.058,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.186,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.33,
"battery_mwh": 12.32,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 51,
"facility_id": "FAC-73C3F98201",
"grid_service_limit_mw": 13.51,
"gross_sqft": 510716,
"infill_site": true,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.319,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.477,
"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.262,
"nearby_nodes": 2,
"network_redundancy_score": 0.699,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 94.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.5,
"dock_utilization_pct": 87,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 84.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.856,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.1,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 3.62,
"rent_growth_90d_pct": 3.24,
"tenant_expansion_probability": 0.221
} | {
"annualized_noi_impact_usd": -57237,
"annualized_revenue_impact_usd": -97770,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 579318,
"expansion_capture_probability_post_event": 0.103,
"lease_rate_change_pct": -0.93,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.82
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.79
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.68,
"entitlement_friction": 0.262,
"labor_shortage": 0.888,
"portfolio_tightness": 0.614,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.89,
"id": "FORGE-108835",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T08:39:00Z",
"trace_id": "3fd00972-bc46-4fd3-8415-17558aeead32"
} | {
"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": [
{
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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": 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": true,
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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": 0.235,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.44,
"battery_mwh": 8.89,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 115,
"facility_id": "FAC-9239D8D62C",
"grid_service_limit_mw": 8.4,
"gross_sqft": 1154286,
"infill_site": true,
"lease_expiry_months": 13,
"... | {
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"competitive_pressure_score": 0.785,
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"entitlement_friction": 0.565,
"nearby_nodes": 4,
"network_redundancy_score": 0.878,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 88.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 84.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.2,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"rent_growth_30d_pct": 3.56,
"rent_growth_90d_pct": 4.09,
"tenant_expansion_probability": 0.622
} | {
"annualized_noi_impact_usd": 237321,
"annualized_revenue_impact_usd": 407257,
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"decision_horizon_days": 30,
"estimated_capex_usd": 610440,
"expansion_capture_probability_post_event": 0.487,
"lease_rate_change_pct": 2.1,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
"alternative_actions": [
{
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"reason": "capture_growth,tenant_lock_in",
"score": 45.55
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.3
},
{
"... | {
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"demand_pressure": 0.742,
"entitlement_friction": 0.565,
"labor_shortage": 1,
"portfolio_tightness": 0.67,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-108836",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:15:00Z",
"trace_id": "0345a5dc-c41d-44cd-a4b7-32f49aacdcdc"
} | {
"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",
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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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.326,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.239,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.4,
"battery_mwh": 10.03,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 26,
"facility_id": "FAC-2ACA30102E",
"grid_service_limit_mw": 21.39,
"gross_sqft": 263587,
"infill_site": false,
"lease_expiry_months": 39,
... | {
"capital_availability": 0.238,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.361,
"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.112,
"nearby_nodes": 4,
"network_redundancy_score": 0.758,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_rate... | {
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"confidence_band": "very_high",
"for... | {
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.913,
"rent_growth_30d_pct": 1.69,
"rent_growth_90d_pct": 2.86,
"tenant_expansion_probability"... | {
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"expansion_capture_probability_post_event": 0.47,
"lease_rate_change_pct": 1.73,
"occupancy_shift": 0.009,
"service_penalty_risk_usd"... | {
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{
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"score": 38.22
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.92
},
{
... | {
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"demand_pressure": 0.583,
"entitlement_friction": 0.112,
"labor_shortage": 1,
"portfolio_tightness": 0.5,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-108837",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T07:20:00Z",
"trace_id": "c862f314-2ee0-4651-af09-b35bc48ed7a0"
} | {
"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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{
"action": "reviewed_capacity_signal",
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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": 6.6,
"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": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.169,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.41,
"battery_mwh": 7.65,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-F8E2A987FB",
"grid_service_limit_mw": 10.02,
"gross_sqft": 1099356,
"infill_site": true,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.327,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.809,
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"entitlement_friction": 0.637,
"nearby_nodes": 8,
"network_redundancy_score": 0.521,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 120... | [
{
"appointment_fill_pct": 80.5,
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"dock_utilization_pct": 80.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.99,
"rent_growth_90d_pct": 4.01,
"tenant_expansion_probability": 0.329
} | {
"annualized_noi_impact_usd": 32740,
"annualized_revenue_impact_usd": 51301,
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"expansion_capture_probability_post_event": 0.293,
"lease_rate_change_pct": 0.22,
"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.34
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 24.59
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.327,
"demand_pressure": 0.356,
"entitlement_friction": 0.637,
"labor_shortage": 0.637,
"portfolio_tightness": 0.583,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-108838",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:22:00Z",
"trace_id": "217e3b67-6006-4bba-878e-4b5d2b676129"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": false,
"growth_rate": 0.148,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.359,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.43,
"battery_mwh": 1.29,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-7E2F3DA45F",
"grid_service_limit_mw": 20.49,
"gross_sqft": 597514,
"infill_site": true,
"lease_expiry_months": 50,
"occu... | {
"capital_availability": 0.002,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.446,
"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.591,
"nearby_nodes": 8,
"network_redundancy_score": 0.763,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.8,
"dock_utilization_pct": 81.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.65,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.7,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": 0.61,
"rent_growth_90d_pct": 0.83,
"tenant_expansion_probability": 0.318
} | {
"annualized_noi_impact_usd": -63799,
"annualized_revenue_impact_usd": -84018,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 45,
"estimated_capex_usd": 516587,
"expansion_capture_probability_post_event": 0.216,
"lease_rate_change_pct": -1.5,
"occupancy_shift": -0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.88
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.05
},
{
"action": "rebalance_carrier_mix",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.755,
"capital_availability": 0.002,
"demand_pressure": 0.402,
"entitlement_friction": 0.591,
"labor_shortage": 0.749,
"portfolio_tightness": 0.546,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-108839",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:32:00Z",
"trace_id": "a4d48ae6-a95d-46ad-bee2-412c919fe07d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.9,
"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": 0.014,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.134,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.2,
"battery_mwh": 12.41,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 73,
"facility_id": "FAC-E71417D37A",
"grid_service_limit_mw": 15.28,
"gross_sqft": 733428,
"infill_site": false,
"lease_expiry_months": 67,
"occu... | {
"capital_availability": 0.685,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.435,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.495,
"nearby_nodes": 4,
"network_redundancy_score": 0.381,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 76.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 23.9,
"dock_utilization_pct": 77.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.643,
"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": 1.82,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.3,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 0.33,
"rent_growth_90d_pct": -0.89,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -93600,
"annualized_revenue_impact_usd": -144022,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 60,
"estimated_capex_usd": 587126,
"expansion_capture_probability_post_event": 0.135,
"lease_rate_change_pct": -3.63,
"occupancy_shift": 0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.04
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 27.77
},
{
"action": "escalate_utility_inte... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.665,
"capital_availability": 0.685,
"demand_pressure": 0.22,
"entitlement_friction": 0.495,
"labor_shortage": 0.439,
"portfolio_tightness": 0.408,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-108840",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:03:00Z",
"trace_id": "5b4c6d15-fb83-4c4d-bb67-2eee0d6c50d5"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.318,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.241,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.74,
"battery_mwh": 2.01,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-EEBD7914A8",
"grid_service_limit_mw": 15.79,
"gross_sqft": 875656,
"infill_site": false,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.66,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.681,
"cross_node_rebalancing_capacity_pct": 0.074,
"entitlement_friction": 0.648,
"nearby_nodes": 7,
"network_redundancy_score": 0.731,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.7,
"dock_utilization_pct": 86.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.02,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.3,
"rent_growth_90d_pct": 1.57,
"tenant_expansion_probability": 0.548
} | {
"annualized_noi_impact_usd": 67066,
"annualized_revenue_impact_usd": 103242,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 495476,
"expansion_capture_probability_post_event": 0.461,
"lease_rate_change_pct": 0.59,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.84
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.51
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.66,
"demand_pressure": 0.69,
"entitlement_friction": 0.648,
"labor_shortage": 0.836,
"portfolio_tightness": 0.425,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-108841",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:28:00Z",
"trace_id": "41a58194-cef4-40df-9e7b-283827de9396"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"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": 0.449,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.357,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.31,
"battery_mwh": 11.5,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-AF6415D896",
"grid_service_limit_mw": 22.05,
"gross_sqft": 1097082,
"infill_site": false,
"lease_expiry_months": 27,... | {
"capital_availability": 0.672,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.44,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.65,
"nearby_nodes": 5,
"network_redundancy_score": 0.844,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 199669,
... | [
{
"appointment_fill_pct": 92.4,
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"carrier_detention_risk_pct": 45.2,
"dock_utilization_pct": 86.3,
"event_name": "TEMP_DELTA_ALERT",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.8,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 1.94,
"rent_growth_90d_pct": 3.71,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": 169632,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 604919,
"expansion_capture_probability_post_event": 0.6,
"lease_rate_change_pct": 3.25,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.17
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.17
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.35,
"capital_availability": 0.672,
"demand_pressure": 0.681,
"entitlement_friction": 0.65,
"labor_shortage": 0.655,
"portfolio_tightness": 0.476,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.877,
"id": "FORGE-108842",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:53:00Z",
"trace_id": "d5877021-9116-4ff0-baac-0023b0e524ae"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.332,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.162,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.43,
"battery_mwh": 2.67,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 49,
"facility_id": "FAC-CC74446769",
"grid_service_limit_mw": 21.53,
"gross_sqft": 498103,
"infill_site": false,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.703,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.766,
"cross_node_rebalancing_capacity_pct": 0.124,
"entitlement_friction": 0.41,
"nearby_nodes": 3,
"network_redundancy_score": 0.579,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.9,
"dock_utilization_pct": 89.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.836,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.2,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 3.02,
"rent_growth_90d_pct": 4.37,
"tenant_expansion_probability": 0.526
} | {
"annualized_noi_impact_usd": 40196,
"annualized_revenue_impact_usd": 51781,
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"decision_horizon_days": 30,
"estimated_capex_usd": 525211,
"expansion_capture_probability_post_event": 0.426,
"lease_rate_change_pct": 2.68,
"occupancy_shift": 0.018,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.33
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.28
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.255,
"capital_availability": 0.703,
"demand_pressure": 0.841,
"entitlement_friction": 0.41,
"labor_shortage": 0.608,
"portfolio_tightness": 0.459,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.875,
"id": "FORGE-108843",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:44:00Z",
"trace_id": "cb6db696-19d4-4639-9423-186af799681f"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.297,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.253,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.38,
"battery_mwh": 1.54,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 94,
"facility_id": "FAC-175CBD122D",
"grid_service_limit_mw": 21.81,
"gross_sqft": 943294,
"infill_site": true,
"lease_expiry_months": 11,
"occup... | {
"capital_availability": 0.309,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.608,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.22,
"nearby_nodes": 8,
"network_redundancy_score": 0.665,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 93.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.7,
"dock_utilization_pct": 85.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 86.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.856,
"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": 2.32,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.3,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 2.16,
"rent_growth_90d_pct": 2,
"tenant_expansion_probability": 0.451
} | {
"annualized_noi_impact_usd": -37303,
"annualized_revenue_impact_usd": -63229,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 616300,
"expansion_capture_probability_post_event": 0.329,
"lease_rate_change_pct": -0.03,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 43.89
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.52
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.336,
"capital_availability": 0.309,
"demand_pressure": 0.63,
"entitlement_friction": 0.22,
"labor_shortage": 0.893,
"portfolio_tightness": 0.468,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-108844",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:18:00Z",
"trace_id": "f1505670-0043-448a-b13c-f1fbf62538f9"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.325,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.399,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.47,
"battery_mwh": 10.05,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 135,
"facility_id": "FAC-C6A2F99E36",
"grid_service_limit_mw": 23.06,
"gross_sqft": 1350158,
"infill_site": true,
"lease_expiry_months": 48,
"o... | {
"capital_availability": 0.121,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.535,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.416,
"nearby_nodes": 5,
"network_redundancy_score": 0.701,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 187836... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39,
"dock_utilization_pct": 84.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"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": 1.83,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.7,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 1.18,
"rent_growth_90d_pct": 0.74,
"tenant_expansion_probability": 0.52
} | {
"annualized_noi_impact_usd": -62077,
"annualized_revenue_impact_usd": -80832,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 366209,
"expansion_capture_probability_post_event": 0.441,
"lease_rate_change_pct": 0.49,
"occupancy_shift": -0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.34
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.41
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.737,
"capital_availability": 0.121,
"demand_pressure": 0.571,
"entitlement_friction": 0.416,
"labor_shortage": 0.534,
"portfolio_tightness": 0.482,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-108845",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:23:00Z",
"trace_id": "fca6acdf-ecbe-4243-9e9e-eee6363996c9"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.342,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.102,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.26,
"battery_mwh": 7.27,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-E9E81DF8DC",
"grid_service_limit_mw": 8.13,
"gross_sqft": 200053,
"infill_site": true,
"lease_expiry_months": 49,
"... | {
"capital_availability": 0.697,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.407,
"cross_node_rebalancing_capacity_pct": 0.058,
"entitlement_friction": 0.632,
"nearby_nodes": 4,
"network_redundancy_score": 0.555,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 86,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 85.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 64.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 2.67,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.7,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 3.43,
"rent_growth_90d_pct": 3.49,
"tenant_expansion_probability": 0.615
} | {
"annualized_noi_impact_usd": 59660,
"annualized_revenue_impact_usd": 82145,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 30,
"estimated_capex_usd": 649526,
"expansion_capture_probability_post_event": 0.508,
"lease_rate_change_pct": 1.77,
"occupancy_shift": 0.013,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.07
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.23
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.333,
"capital_availability": 0.697,
"demand_pressure": 0.579,
"entitlement_friction": 0.632,
"labor_shortage": 0.888,
"portfolio_tightness": 0.72,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-108846",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:52:00Z",
"trace_id": "12405527-cbca-45ba-a3f6-f84704b73e31"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.001,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.359,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.34,
"battery_mwh": 7.07,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-9C8ACB94E1",
"grid_service_limit_mw": 7.63,
"gross_sqft": 1341651,
"infill_site": true,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.304,
"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.442,
"cross_node_rebalancing_capacity_pct": 0.207,
"entitlement_friction": 0.248,
"nearby_nodes": 3,
"network_redundancy_score": 0.521,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 28... | [
{
"appointment_fill_pct": 92.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.2,
"dock_utilization_pct": 86,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.45,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.8,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 2.75,
"rent_growth_90d_pct": 3.19,
"tenant_expansion_probability": 0.205
} | {
"annualized_noi_impact_usd": -197820,
"annualized_revenue_impact_usd": -333443,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 366080,
"expansion_capture_probability_post_event": 0.139,
"lease_rate_change_pct": -0.21,
"occupancy_shift": 0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.16
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.02
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.873,
"capital_availability": 0.304,
"demand_pressure": 0.622,
"entitlement_friction": 0.248,
"labor_shortage": 0.776,
"portfolio_tightness": 0.645,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-108847",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:46:00Z",
"trace_id": "c8b45ff6-31d3-4431-9e3a-6b09093a8266"
} | {
"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": 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": false,
"growth_rate": 0.024,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.182,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.37,
"battery_mwh": 6.7,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-23437173FB",
"grid_service_limit_mw": 13.42,
"gross_sqft": 1236986,
"infill_site": false,
"lease_expiry_months": 46,
"oc... | {
"capital_availability": 0.516,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.462,
"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.414,
"nearby_nodes": 2,
"network_redundancy_score": 0.867,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 453295... | [
{
"appointment_fill_pct": 77.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 80,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.738,
"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": 1.8,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.7,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": -0.11,
"rent_growth_90d_pct": 1.32,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -198789,
"annualized_revenue_impact_usd": -264089,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 45,
"estimated_capex_usd": 368666,
"expansion_capture_probability_post_event": 0.12,
"lease_rate_change_pct": -1.72,
"occupancy_shift": 0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.54
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.98
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.784,
"capital_availability": 0.516,
"demand_pressure": 0.349,
"entitlement_friction": 0.414,
"labor_shortage": 0.863,
"portfolio_tightness": 0.468,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-108848",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:03:00Z",
"trace_id": "47b4303e-7b02-4672-84d1-b337511db420"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.349,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.406,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.56,
"battery_mwh": 7.1,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-B6145D85A2",
"grid_service_limit_mw": 12.11,
"gross_sqft": 923567,
"infill_site": true,
"lease_expiry_months": 27,
"occup... | {
"capital_availability": 0.155,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.429,
"cross_node_rebalancing_capacity_pct": 0.043,
"entitlement_friction": 0.579,
"nearby_nodes": 8,
"network_redundancy_score": 0.709,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.7,
"dock_utilization_pct": 85.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.56,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.7,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 0.81,
"rent_growth_90d_pct": 2.63,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 57727,
"annualized_revenue_impact_usd": 76517,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 469555,
"expansion_capture_probability_post_event": 0.443,
"lease_rate_change_pct": 1.74,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.01
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.24
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.595,
"capital_availability": 0.155,
"demand_pressure": 0.665,
"entitlement_friction": 0.579,
"labor_shortage": 0.611,
"portfolio_tightness": 0.376,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-108849",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:11:00Z",
"trace_id": "87c427d1-fe60-41b5-8ab8-f9a75978e8fd"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": -0.006,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.249,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.2,
"battery_mwh": 10.58,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-B27DBAAAFB",
"grid_service_limit_mw": 16.54,
"gross_sqft": 621449,
"infill_site": true,
"lease_expiry_months": 36,
"occu... | {
"capital_availability": 0.086,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.267,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.207,
"nearby_nodes": 4,
"network_redundancy_score": 0.405,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.4,
"dock_utilization_pct": 80.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 60.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.8,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.8,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 0.48,
"rent_growth_90d_pct": 2.71,
"tenant_expansion_probability": 0.103
} | {
"annualized_noi_impact_usd": -107582,
"annualized_revenue_impact_usd": -152389,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 60,
"estimated_capex_usd": 552820,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -1.1,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.52
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.84
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.696,
"capital_availability": 0.086,
"demand_pressure": 0.392,
"entitlement_friction": 0.207,
"labor_shortage": 0.656,
"portfolio_tightness": 0.467,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-108850",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T08:25:00Z",
"trace_id": "056464c0-3419-4237-a734-cde65ea89c58"
} | {
"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": "development_timing_risk",
"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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.23,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.095,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.79,
"battery_mwh": 2.04,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-AE9250C0E4",
"grid_service_limit_mw": 11.84,
"gross_sqft": 538478,
"infill_site": true,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.322,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.562,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.877,
"nearby_nodes": 6,
"network_redundancy_score": 0.352,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 88.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 84.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 47.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.15,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 71.7,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 1.23,
"rent_growth_90d_pct": 1.06,
"tenant_expansion_probability": 0.43
... | {
"annualized_noi_impact_usd": -52496,
"annualized_revenue_impact_usd": -81805,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 45,
"estimated_capex_usd": 537471,
"expansion_capture_probability_post_event": 0.314,
"lease_rate_change_pct": -1.22,
"occupancy_shift": 0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 41.13
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 39.98
},
{
"action": "activate_temp_labor",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.992,
"capital_availability": 0.322,
"demand_pressure": 0.527,
"entitlement_friction": 0.877,
"labor_shortage": 1,
"portfolio_tightness": 0.629,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-108851",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:56:00Z",
"trace_id": "ef32c11f-f916-498e-ae05-ee3d7d399f62"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.4,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.086,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.6,
"battery_mwh": 4.7,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-8C044DABE2",
"grid_service_limit_mw": 13.54,
"gross_sqft": 1043275,
"infill_site": false,
"lease_expiry_months": 45,
... | {
"capital_availability": 0.468,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.453,
"cross_node_rebalancing_capacity_pct": 0.111,
"entitlement_friction": 0.723,
"nearby_nodes": 7,
"network_redundancy_score": 0.839,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 91.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.1,
"dock_utilization_pct": 89.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.834,
"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": 2.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.955,
"rent_growth_30d_pct": 3.52,
"rent_growth_90d_pct": 5,
"tenant_expansion_probability": 0.633
} | {
"annualized_noi_impact_usd": 355826,
"annualized_revenue_impact_usd": 513544,
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"decision_horizon_days": 90,
"estimated_capex_usd": 677850,
"expansion_capture_probability_post_event": 0.52,
"lease_rate_change_pct": 3.31,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.58
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.74
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.468,
"demand_pressure": 0.795,
"entitlement_friction": 0.723,
"labor_shortage": 0.745,
"portfolio_tightness": 0.647,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-108852",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:15:00Z",
"trace_id": "2ec5f010-f501-4bcc-b054-278bd3782a10"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.6,
"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": 0.339,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.244,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.45,
"battery_mwh": 11.28,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-4C5B22D774",
"grid_service_limit_mw": 15.64,
"gross_sqft": 477394,
"infill_site": true,
"lease_expiry_months": 67,
"occ... | {
"capital_availability": 0.099,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.499,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.28,
"nearby_nodes": 2,
"network_redundancy_score": 0.852,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 105... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.1,
"dock_utilization_pct": 84.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 66.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.71,
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"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.1,
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"rent_growth_30d_pct": 0.68,
"rent_growth_90d_pct": 1.13,
"tenant_expansion_probability": 0.511
} | {
"annualized_noi_impact_usd": 9385,
"annualized_revenue_impact_usd": 12417,
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"expansion_capture_probability_post_event": 0.413,
"lease_rate_change_pct": 0.24,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.05
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.63
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.435,
"capital_availability": 0.099,
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"entitlement_friction": 0.28,
"labor_shortage": 0.834,
"portfolio_tightness": 0.327,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-108853",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:07:00Z",
"trace_id": "96900b78-4b22-4e6f-b0f2-9061025514de"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.351,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.086,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.49,
"battery_mwh": 2.38,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-89BAFCE443",
"grid_service_limit_mw": 16.93,
"gross_sqft": 1186872,
"infill_site": true,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.427,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.298,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.553,
"nearby_nodes": 3,
"network_redundancy_score": 0.442,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1274953... | [
{
"appointment_fill_pct": 91.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.4,
"dock_utilization_pct": 87,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"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": 1.83,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.6,
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"rent_growth_30d_pct": 1.88,
"rent_growth_90d_pct": 1.32,
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} | {
"annualized_noi_impact_usd": 53144,
"annualized_revenue_impact_usd": 89201,
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"expansion_capture_probability_post_event": 0.452,
"lease_rate_change_pct": 0.38,
"occupancy_shift": 0.02,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.67
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.658,
"capital_availability": 0.427,
"demand_pressure": 0.715,
"entitlement_friction": 0.553,
"labor_shortage": 0.818,
"portfolio_tightness": 0.487,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-108854",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:24:00Z",
"trace_id": "2887246f-9162-4c0a-845c-47e73ff9eece"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"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": 0.322,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.412,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.56,
"battery_mwh": 2.72,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-A546119F4F",
"grid_service_limit_mw": 21.31,
"gross_sqft": 561489,
"infill_site": false,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.383,
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"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.205,
"nearby_nodes": 4,
"network_redundancy_score": 0.695,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 177827... | [
{
"appointment_fill_pct": 94.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50,
"dock_utilization_pct": 87.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.11,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.4,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 2.84,
"rent_growth_90d_pct": 4.05,
"tenant_expansion_probability": 0.567
} | {
"annualized_noi_impact_usd": 26150,
"annualized_revenue_impact_usd": 34224,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 342367,
"expansion_capture_probability_post_event": 0.493,
"lease_rate_change_pct": 2.81,
"occupancy_shift": 0.006,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.03
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.74
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.383,
"demand_pressure": 0.724,
"entitlement_friction": 0.205,
"labor_shortage": 0.796,
"portfolio_tightness": 0.504,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-108855",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T07:39:00Z",
"trace_id": "fffa388d-6af0-4522-bf0c-fa96fe00d735"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.363,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.393,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.26,
"battery_mwh": 8.59,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 135,
"facility_id": "FAC-7E4E803CE8",
"grid_service_limit_mw": 12.95,
"gross_sqft": 1358526,
"infill_site": true,
"lease_expiry_months": 47,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.937,
"competitive_pressure_score": 0.735,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.326,
"nearby_nodes": 8,
"network_redundancy_score": 0.663,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 622892,
... | [
{
"appointment_fill_pct": 91.3,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 83.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 66.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.7,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.4,
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"rent_growth_30d_pct": 0.11,
"rent_growth_90d_pct": -0.39,
"tenant_expansion_probability": 0.505
} | {
"annualized_noi_impact_usd": -25217,
"annualized_revenue_impact_usd": -40362,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 542753,
"expansion_capture_probability_post_event": 0.402,
"lease_rate_change_pct": -0.83,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.34
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.67
},
{
"action": "defer_noncri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0,
"demand_pressure": 0.563,
"entitlement_friction": 0.326,
"labor_shortage": 0.85,
"portfolio_tightness": 0.366,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-108856",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:18:00Z",
"trace_id": "04120ab3-308a-4a7d-b22c-5253736e3464"
} | {
"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": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.068,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.45,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.41,
"battery_mwh": 10.14,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-AB88D495E4",
"grid_service_limit_mw": 8.46,
"gross_sqft": 684305,
"infill_site": false,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.805,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.675,
"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.711,
"nearby_nodes": 8,
"network_redundancy_score": 0.874,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 82.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 81.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.96,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.1,
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"rent_growth_30d_pct": 3.76,
"rent_growth_90d_pct": 2.84,
"tenant_expansion_probability": 0.422
} | {
"annualized_noi_impact_usd": -35961,
"annualized_revenue_impact_usd": -47145,
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"decision_horizon_days": 45,
"estimated_capex_usd": 484756,
"expansion_capture_probability_post_event": 0.37,
"lease_rate_change_pct": -0.67,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.17
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.69
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.143,
"capital_availability": 0.805,
"demand_pressure": 0.381,
"entitlement_friction": 0.711,
"labor_shortage": 0.88,
"portfolio_tightness": 0.675,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-108857",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:55:00Z",
"trace_id": "f9c3d7d9-ce42-4821-bf2a-1bf3df30e6b3"
} | {
"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",
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"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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.315,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.256,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.38,
"battery_mwh": 5.15,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 30,
"facility_id": "FAC-FADFDD4378",
"grid_service_limit_mw": 21.1,
"gross_sqft": 302845,
"infill_site": false,
"lease_expiry_months": 28,
"occu... | {
"capital_availability": 0.282,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.385,
"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.564,
"nearby_nodes": 4,
"network_redundancy_score": 0.463,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 259582... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.9,
"dock_utilization_pct": 81.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 63.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.675,
"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": 2.3,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.5,
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"rent_growth_30d_pct": 2.23,
"rent_growth_90d_pct": 1.31,
"tenant_expansion_probability": 0.631
} | {
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"annualized_revenue_impact_usd": 59930,
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"expansion_capture_probability_post_event": 0.579,
"lease_rate_change_pct": 0.27,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.26
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.73
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.282,
"demand_pressure": 0.444,
"entitlement_friction": 0.564,
"labor_shortage": 0.744,
"portfolio_tightness": 0.429,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-108858",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:17:00Z",
"trace_id": "47d35933-53bd-480c-b2ee-395f88449358"
} | {
"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": 8.8,
"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": 0.201,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.262,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.27,
"battery_mwh": 9.66,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 30,
"facility_id": "FAC-C17ED3D035",
"grid_service_limit_mw": 16.12,
"gross_sqft": 300943,
"infill_site": true,
"lease_expiry_months": 23,
"occup... | {
"capital_availability": 0.206,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.387,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.649,
"nearby_nodes": 4,
"network_redundancy_score": 0.432,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 80.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.9,
"dock_utilization_pct": 81.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.2,
"shift_f... | {
"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.17,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.957,
"rent_growth_30d_pct": 1.2,
"rent_growth_90d_pct": 3.6,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -32702,
"annualized_revenue_impact_usd": -56296,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.209,
"lease_rate_change_pct": 0.04,
"occupancy_shift": -0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.65
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.07
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.456,
"capital_availability": 0.206,
"demand_pressure": 0.426,
"entitlement_friction": 0.649,
"labor_shortage": 0.908,
"portfolio_tightness": 0.56,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-108859",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T06:37:00Z",
"trace_id": "ed9f4d3b-7a58-436e-9678-a119f7fa5018"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.116,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.298,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.42,
"battery_mwh": 8.89,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 60,
"facility_id": "FAC-DF649B2969",
"grid_service_limit_mw": 6.43,
"gross_sqft": 609908,
"infill_site": true,
"lease_expiry_months": 70,
"o... | {
"capital_availability": 0.568,
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"competitive_pressure_score": 0.376,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.439,
"nearby_nodes": 4,
"network_redundancy_score": 0.464,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 43... | [
{
"appointment_fill_pct": 85,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.1,
"dock_utilization_pct": 87.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.847,
"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": 2.45,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.2,
"occupancy_90d": 0.986,
"rent_growth_30d_pct": 3.06,
"rent_growth_90d_pct": 2.03,
"tenant_expansion_probability": 0.275
} | {
"annualized_noi_impact_usd": -136127,
"annualized_revenue_impact_usd": -205961,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 60,
"estimated_capex_usd": 592591,
"expansion_capture_probability_post_event": 0.157,
"lease_rate_change_pct": -1.41,
"occupancy_shift": 0.004,
"service_penalty_ri... | {
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{
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"reason": "service_continuity",
"score": 34.51
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.62
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.67,
"entitlement_friction": 0.439,
"labor_shortage": 0.924,
"portfolio_tightness": 0.667,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-108860",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:34:00Z",
"trace_id": "cbe34a45-a744-47cf-8fae-6a70ae343a26"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.139,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.341,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.49,
"battery_mwh": 5.48,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-B3D2E656ED",
"grid_service_limit_mw": 11.51,
"gross_sqft": 1198120,
"infill_site": false,
"lease_expiry_months": 53,
"o... | {
"capital_availability": 0.546,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.306,
"cross_node_rebalancing_capacity_pct": 0.194,
"entitlement_friction": 0.529,
"nearby_nodes": 4,
"network_redundancy_score": 0.673,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 75.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.7,
"dock_utilization_pct": 82,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.42,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77,
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"rent_growth_30d_pct": 1.48,
"rent_growth_90d_pct": 3.12,
"tenant_expansion_probability": 0.334
} | {
"annualized_noi_impact_usd": -192709,
"annualized_revenue_impact_usd": -262423,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 565997,
"expansion_capture_probability_post_event": 0.231,
"lease_rate_change_pct": 0,
"occupancy_shift": -0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.45
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.55
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.546,
"demand_pressure": 0.412,
"entitlement_friction": 0.529,
"labor_shortage": 0.895,
"portfolio_tightness": 0.636,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-108861",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:18:00Z",
"trace_id": "05b62622-3870-40ed-9dc4-acc10e539ae1"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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",
"expansion_request_open": false,
"growth_rate": 0.049,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.239,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.22,
"battery_mwh": 2.09,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 51,
"facility_id": "FAC-96B3A49744",
"grid_service_limit_mw": 13.46,
"gross_sqft": 514170,
"infill_site": false,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.644,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.317,
"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.716,
"nearby_nodes": 5,
"network_redundancy_score": 0.358,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 87.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.5,
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"rent_growth_30d_pct": 3.08,
"rent_growth_90d_pct": 4.68,
"tenant_expansion_probability": 0.294
} | {
"annualized_noi_impact_usd": -26881,
"annualized_revenue_impact_usd": -35424,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 796796,
"expansion_capture_probability_post_event": 0.206,
"lease_rate_change_pct": -0.14,
"occupancy_shift": 0.011,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 55.54
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.31
},
{
"action": "rebalance_carrier_m... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.644,
"demand_pressure": 0.437,
"entitlement_friction": 0.716,
"labor_shortage": 0.778,
"portfolio_tightness": 0.565,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-108862",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:24:00Z",
"trace_id": "05700ec7-aa49-4b5f-8e91-41a95f13b2dc"
} | {
"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": [
{
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"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.157,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 10.16,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-403B8263B4",
"grid_service_limit_mw": 10.15,
"gross_sqft": 473797,
"infill_site": true,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.315,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.762,
"cross_node_rebalancing_capacity_pct": 0.207,
"entitlement_friction": 0.775,
"nearby_nodes": 5,
"network_redundancy_score": 0.727,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 94.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 55.9,
"dock_utilization_pct": 88.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.839,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.28,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 2.87,
"rent_growth_90d_pct": 2.79,
"tenant_expansion_probability": 0.185
} | {
"annualized_noi_impact_usd": -100785,
"annualized_revenue_impact_usd": -144593,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 90,
"estimated_capex_usd": 660221,
"expansion_capture_probability_post_event": 0.068,
"lease_rate_change_pct": -1.75,
"occupancy_shift": 0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.2
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.91
},
{
"action": "rebalance_carrier_mix",
"reason": "t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.885,
"capital_availability": 0.315,
"demand_pressure": 0.734,
"entitlement_friction": 0.775,
"labor_shortage": 1,
"portfolio_tightness": 0.671,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-108863",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:15:00Z",
"trace_id": "2bb6b26b-e490-40f6-bfd2-de66ecf73ef6"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.428,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.139,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.36,
"battery_mwh": 7.82,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-9334AB897E",
"grid_service_limit_mw": 14.76,
"gross_sqft": 587231,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.515,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.703,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.697,
"nearby_nodes": 3,
"network_redundancy_score": 0.662,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.1,
"dock_utilization_pct": 89.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.838,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.33,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.99,
"rent_growth_90d_pct": 5.33,
"tenant_expansion_probability": 0.652
} | {
"annualized_noi_impact_usd": 102329,
"annualized_revenue_impact_usd": 159898,
"cap_rate_pressure_pct": -0.01,
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"expansion_capture_probability_post_event": 0.547,
"lease_rate_change_pct": 3.93,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.35
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.44
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.736,
"capital_availability": 0.515,
"demand_pressure": 0.841,
"entitlement_friction": 0.697,
"labor_shortage": 0.763,
"portfolio_tightness": 0.582,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-108864",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:10:00Z",
"trace_id": "f4ed6af6-778b-415d-bbbd-a5d7dd03ea5f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.082,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.385,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.32,
"battery_mwh": 9.07,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-FE79A5D084",
"grid_service_limit_mw": 15.95,
"gross_sqft": 395569,
"infill_site": true,
"lease_expiry_months": 23,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.27,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.421,
"nearby_nodes": 8,
"network_redundancy_score": 0.768,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 711834... | [
{
"appointment_fill_pct": 93.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.1,
"dock_utilization_pct": 87.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_r... | {
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"anomaly_score": 0.798,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.56,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.9,
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"rent_growth_30d_pct": 1.44,
"rent_growth_90d_pct": 1.24,
"tenant_expansion_probability": 0.219
} | {
"annualized_noi_impact_usd": -24494,
"annualized_revenue_impact_usd": -34603,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 484609,
"expansion_capture_probability_post_event": 0.134,
"lease_rate_change_pct": -1.31,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.96
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.81
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0,
"demand_pressure": 0.757,
"entitlement_friction": 0.421,
"labor_shortage": 0.591,
"portfolio_tightness": 0.394,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.872,
"id": "FORGE-108865",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:56:00Z",
"trace_id": "ee80c6aa-2ed3-4567-b25d-9688999a9967"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"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": "250m_500m",
"expansion_request_open": true,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.201,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.67,
"battery_mwh": 0.35,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 86,
"facility_id": "FAC-D57940B46A",
"grid_service_limit_mw": 17.16,
"gross_sqft": 861232,
"infill_site": true,
"lease_expiry_months": 45,
"... | {
"capital_availability": 0.44,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.268,
"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.637,
"nearby_nodes": 5,
"network_redundancy_score": 0.466,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 76... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 79.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 27,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.7,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.2,
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"rent_growth_30d_pct": -0.53,
"rent_growth_90d_pct": -0.05,
"tenant_expansion_probability": 0.183
} | {
"annualized_noi_impact_usd": -194598,
"annualized_revenue_impact_usd": -323204,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 60,
"estimated_capex_usd": 677177,
"expansion_capture_probability_post_event": 0.05,
"lease_rate_change_pct": -3.33,
"occupancy_shift": -0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.81
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.82
},
{
"action": "lock_power_capacity_reservation",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.44,
"demand_pressure": 0.365,
"entitlement_friction": 0.637,
"labor_shortage": 0.742,
"portfolio_tightness": 0.347,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-108866",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:36:00Z",
"trace_id": "f8110c6e-67de-4ba1-b6b3-b32b23c6e3e7"
} | {
"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": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.241,
"seasonality": 0.33,
"service... | {
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"battery_mwh": 4.25,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 128,
"facility_id": "FAC-0880000733",
"grid_service_limit_mw": 8.53,
"gross_sqft": 1281796,
"infill_site": true,
"lease_expiry_months": 61,
... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.583,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 49... | [
{
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"dock_utilization_pct": 85.2,
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"power_load_pct_of_service_limit": 64.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.5,
"shift_fill_r... | {
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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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"rent_growth_30d_pct": 3.5,
"rent_growth_90d_pct": 2.45,
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} | {
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"expansion_capture_probability_post_event": 0.353,
"lease_rate_change_pct": -0.94,
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"service_penalty_risk_u... | {
"alternative_actions": [
{
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"reason": "capture_growth,tenant_lock_in",
"score": 32.08
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.99
},
{
"action": "reba... | {
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"demand_pressure": 0.593,
"entitlement_friction": 0.842,
"labor_shortage": 0.88,
"portfolio_tightness": 0.581,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-108867",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:08:00Z",
"trace_id": "a287de49-444e-432e-8510-80e396be0a2a"
} | {
"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"
} | {
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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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"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",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.087,
"seasonality": 0.74,
"service_le... | {
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"battery_mwh": 11.32,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 137,
"facility_id": "FAC-488AA04617",
"grid_service_limit_mw": 14.88,
"gross_sqft": 1378724,
"infill_site": true,
"lease_expiry_months": 46,
"o... | {
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"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.573,
"nearby_nodes": 2,
"network_redundancy_score": 0.562,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 82.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.35,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.98,
"rent_growth_30d_pct": 1.05,
"rent_growth_90d_pct": 3.65,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -5149,
"annualized_revenue_impact_usd": -7329,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.277,
"lease_rate_change_pct": 0.77,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.03
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.54
},
{
"action": "defer_noncritical_projects",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.322,
"demand_pressure": 0.45,
"entitlement_friction": 0.573,
"labor_shortage": 0.909,
"portfolio_tightness": 0.571,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.745,
"id": "FORGE-108868",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:26:00Z",
"trace_id": "0512bfc6-48e1-4f3b-94cc-a10cedb5dbbb"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"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"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.157,
"seasonality": 0.33,
"s... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-551E89AB51",
"grid_service_limit_mw": 20.89,
"gross_sqft": 1084542,
"infill_site": false,
"lease_expiry_months": 49,... | {
"capital_availability": 0.534,
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"nearby_nodes": 3,
"network_redundancy_score": 0.476,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 83.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 64.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.692,
"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": 1.96,
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"rent_growth_30d_pct": 2.83,
"rent_growth_90d_pct": 3.26,
"tenant_expansion_probability": 0.611
} | {
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"expansion_capture_probability_post_event": 0.563,
"lease_rate_change_pct": 2.15,
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"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.93
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.19
},
{
"action": "defer_noncritical_p... | {
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"capital_availability": 0.534,
"demand_pressure": 0.518,
"entitlement_friction": 0.302,
"labor_shortage": 0.629,
"portfolio_tightness": 0.528,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-108869",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:28:00Z",
"trace_id": "a4320fd4-69d0-40a2-b593-a40f58983391"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.3,
"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": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.445,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.75,
"battery_mwh": 3.39,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-211A9504B8",
"grid_service_limit_mw": 12.24,
"gross_sqft": 1037416,
"infill_site": false,
"lease_expiry_months": 41,
"o... | {
"capital_availability": 0.735,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.601,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.457,
"nearby_nodes": 7,
"network_redundancy_score": 0.559,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 92.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 86.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.693,
"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": 2.03,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.6,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 2.92,
"rent_growth_90d_pct": 4.11,
"tenant_expansion_probability": 0.559
} | {
"annualized_noi_impact_usd": 134702,
"annualized_revenue_impact_usd": 218467,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 383191,
"expansion_capture_probability_post_event": 0.532,
"lease_rate_change_pct": 2.28,
"occupancy_shift": 0.023,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.18
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.45
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.21,
"capital_availability": 0.735,
"demand_pressure": 0.713,
"entitlement_friction": 0.457,
"labor_shortage": 0.701,
"portfolio_tightness": 0.337,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-108870",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:18:00Z",
"trace_id": "b0ccd2fc-6260-421f-ac18-d3575526f139"
} | {
"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": 8.8,
"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": 0.364,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.74,
"battery_mwh": 8.02,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-37E801CE37",
"grid_service_limit_mw": 13.66,
"gross_sqft": 774864,
"infill_site": false,
"lease_expiry_months": 26,
"occ... | {
"capital_availability": 0.173,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.727,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.439,
"nearby_nodes": 8,
"network_redundancy_score": 0.695,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 209648... | [
{
"appointment_fill_pct": 97.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 56.9,
"dock_utilization_pct": 91.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.826,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.1,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.5,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 3.83,
"rent_growth_90d_pct": 6.33,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": 238584,
"cap_rate_pressure_pct": 0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 437403,
"expansion_capture_probability_post_event": 0.558,
"lease_rate_change_pct": 4.6,
"occupancy_shift": 0.037,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 48.56
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.81
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.257,
"capital_availability": 0.173,
"demand_pressure": 0.94,
"entitlement_friction": 0.439,
"labor_shortage": 0.856,
"portfolio_tightness": 0.502,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-108871",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:05:00Z",
"trace_id": "32be78b8-bbf8-46c6-8a63-d631e1846627"
} | {
"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": "demand_pressure",
"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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.14,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.355,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.39,
"battery_mwh": 11.05,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-2FCFC7ECD4",
"grid_service_limit_mw": 12.7,
"gross_sqft": 950360,
"infill_site": false,
"lease_expiry_months": 35,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.464,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.512,
"nearby_nodes": 8,
"network_redundancy_score": 0.55,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 111602... | [
{
"appointment_fill_pct": 81,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.9,
"dock_utilization_pct": 83.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"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": 1.44,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.2,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": -0.36,
"rent_growth_90d_pct": 1.59,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -103546,
"annualized_revenue_impact_usd": -151509,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 552691,
"expansion_capture_probability_post_event": 0.171,
"lease_rate_change_pct": -0.55,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.9
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.13
},
{
"action": "defer_noncriti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.76,
"capital_availability": 0,
"demand_pressure": 0.568,
"entitlement_friction": 0.512,
"labor_shortage": 0.524,
"portfolio_tightness": 0.309,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-108872",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:09:00Z",
"trace_id": "da5ea6d4-961e-4806-97de-9d462ecc9b1b"
} | {
"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": "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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.358,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.361,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.74,
"battery_mwh": 11.07,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-49F5BC1FB8",
"grid_service_limit_mw": 15.46,
"gross_sqft": 317480,
"infill_site": true,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.16,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.412,
"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.422,
"nearby_nodes": 6,
"network_redundancy_score": 0.777,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 55.7,
"dock_utilization_pct": 88.2,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 42.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"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": 2.43,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.33,
"rent_growth_90d_pct": 4.32,
"tenant_expansion_probability": 0.603
} | {
"annualized_noi_impact_usd": 94384,
"annualized_revenue_impact_usd": 144230,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 590919,
"expansion_capture_probability_post_event": 0.509,
"lease_rate_change_pct": 2.68,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 51.83
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.85
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.846,
"capital_availability": 0.16,
"demand_pressure": 0.725,
"entitlement_friction": 0.422,
"labor_shortage": 0.993,
"portfolio_tightness": 0.674,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-108873",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:14:00Z",
"trace_id": "c34a6c6b-c8bb-414b-a83e-165838daef95"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.307,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.389,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.24,
"battery_mwh": 8.15,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-4691FAC3F9",
"grid_service_limit_mw": 20.97,
"gross_sqft": 1136537,
"infill_site": false,
"lease_expiry_months": 34,
"o... | {
"capital_availability": 0.177,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.462,
"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.155,
"nearby_nodes": 7,
"network_redundancy_score": 0.861,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.6,
"dock_utilization_pct": 84.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 67.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_rat... | {
"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": "moderate",
"forec... | {
"build_vs_buy_score": 1.92,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.2,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 2.99,
"tenant_expansion_probability": 0.493
} | {
"annualized_noi_impact_usd": -825,
"annualized_revenue_impact_usd": -1406,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 590131,
"expansion_capture_probability_post_event": 0.392,
"lease_rate_change_pct": 1.29,
"occupancy_shift": -0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.22
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.32
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.478,
"capital_availability": 0.177,
"demand_pressure": 0.567,
"entitlement_friction": 0.155,
"labor_shortage": 0.868,
"portfolio_tightness": 0.503,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.749,
"id": "FORGE-108874",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:57:00Z",
"trace_id": "bd6f2f55-fdec-4be9-a0e4-fabf44350159"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": -0.013,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.369,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.58,
"battery_mwh": 10.24,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 56,
"facility_id": "FAC-155F6B4442",
"grid_service_limit_mw": 20.24,
"gross_sqft": 560912,
"infill_site": false,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.007,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.391,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.236,
"nearby_nodes": 3,
"network_redundancy_score": 0.742,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 165863... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 79.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 84.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.9,
"shift_fill_... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.78,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.2,
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"rent_growth_30d_pct": -0.76,
"rent_growth_90d_pct": -0.78,
"tenant_expansion_probability": 0.061... | {
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"annualized_revenue_impact_usd": -304032,
"cap_rate_pressure_pct": -0.33,
"decision_horizon_days": 90,
"estimated_capex_usd": 586869,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.86,
"occupancy_shift": -0.016,
"service_penalty_ri... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.09
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 25.2
},
{
"action": "defer... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.007,
"demand_pressure": 0.347,
"entitlement_friction": 0.236,
"labor_shortage": 0.652,
"portfolio_tightness": 0.365,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-108875",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:00:00Z",
"trace_id": "0929b5f2-7108-48fd-8d0e-4fc4ded9bcaf"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.9,
"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": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.148,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.18,
"battery_mwh": 6.37,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-1C70098AFD",
"grid_service_limit_mw": 18.58,
"gross_sqft": 930762,
"infill_site": false,
"lease_expiry_months": 14,
"occ... | {
"capital_availability": 0.536,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.758,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.274,
"nearby_nodes": 6,
"network_redundancy_score": 0.428,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 92... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 88.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.55,
"rent_growth_90d_pct": 4.14,
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} | {
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"lease_rate_change_pct": 2.22,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.45
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.89
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"capital_availability": 0.536,
"demand_pressure": 0.797,
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"labor_shortage": 0.515,
"portfolio_tightness": 0.438,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-108876",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:09:00Z",
"trace_id": "038a90fc-4e00-423a-bb43-38536193bdc9"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "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",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"growth_rate": 0.33,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.167,
"seasonality": 0.74,
"service_level... | {
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"battery_mwh": 0.12,
"building_class": "class_a",
"clear_height_ft": 36,
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"dock_doors": 58,
"facility_id": "FAC-39B1111A7A",
"grid_service_limit_mw": 6.43,
"gross_sqft": 583154,
"infill_site": true,
"lease_expiry_months": 16,
"occup... | {
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"cross_node_rebalancing_capacity_pct": 0.095,
"entitlement_friction": 0.494,
"nearby_nodes": 7,
"network_redundancy_score": 0.322,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 26... | [
{
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"dock_utilization_pct": 87.4,
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"power_load_pct_of_service_limit": 33.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.9,
"shift_fill_r... | {
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"confidence_band": "moderate",
"forec... | {
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"rent_growth_30d_pct": 5.28,
"rent_growth_90d_pct": 6.5,
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... | {
"annualized_noi_impact_usd": 390562,
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"occupancy_shift": 0.035,
"service_penalty_risk_u... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 33.72
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.53
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.686,
"entitlement_friction": 0.494,
"labor_shortage": 0.79,
"portfolio_tightness": 0.668,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-108877",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T06:45:00Z",
"trace_id": "b0f38453-08ad-499e-976c-d4072be44e97"
} | {
"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"
} | {
"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": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.186,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 9.24,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-0B3D6A5B3B",
"grid_service_limit_mw": 13.42,
"gross_sqft": 986348,
"infill_site": true,
"lease_expiry_months": 54,
"occu... | {
"capital_availability": 0.668,
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"cross_node_rebalancing_capacity_pct": 0.169,
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"nearby_nodes": 7,
"network_redundancy_score": 0.317,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 55... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 88.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.56,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.974,
"rent_growth_30d_pct": 1.47,
"rent_growth_90d_pct": 1.13,
"tenant_expansion_probability"... | {
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"expansion_capture_probability_post_event": 0.5,
"lease_rate_change_pct": 0.92,
"occupancy_shift": 0.022,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.37
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 33.47
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.668,
"demand_pressure": 0.816,
"entitlement_friction": 0.77,
"labor_shortage": 0.53,
"portfolio_tightness": 0.372,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.743,
"id": "FORGE-108878",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:02:00Z",
"trace_id": "b659264e-aad8-4f76-b4ca-c5b45ef79f53"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.212,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.59,
"battery_mwh": 11.32,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-856E8DF559",
"grid_service_limit_mw": 6.52,
"gross_sqft": 998769,
"infill_site": true,
"lease_expiry_months": 13,
"occu... | {
"capital_availability": 0.537,
"cluster_utilization_pct": 0.951,
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"cross_node_rebalancing_capacity_pct": 0.134,
"entitlement_friction": 0.416,
"nearby_nodes": 2,
"network_redundancy_score": 0.777,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 92... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 88.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 16.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.724,
"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": 2.8,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 5.35,
"rent_growth_90d_pct": 5.53,
"tenant_expansion_probability": 0.7... | {
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"lease_rate_change_pct": 4.65,
"occupancy_shift": 0.032,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.74
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.37
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"demand_pressure": 0.756,
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"labor_shortage": 0.599,
"portfolio_tightness": 0.683,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-108879",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:31:00Z",
"trace_id": "0a7ed14e-0fc8-490b-a68f-50831d69639a"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.42,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.361,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.41,
"battery_mwh": 3.66,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-C3A055B34F",
"grid_service_limit_mw": 24.1,
"gross_sqft": 449556,
"infill_site": false,
"lease_expiry_months": 9,
"occup... | {
"capital_availability": 0.237,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.545,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.116,
"nearby_nodes": 6,
"network_redundancy_score": 0.41,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.2,
"dock_utilization_pct": 89.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"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... | {
"build_vs_buy_score": 2.22,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 87.1,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 2.97,
"rent_growth_90d_pct": 2.43,
"tenant_expansion_probability": 0.665
} | {
"annualized_noi_impact_usd": 35483,
"annualized_revenue_impact_usd": 46819,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 347015,
"expansion_capture_probability_post_event": 0.599,
"lease_rate_change_pct": 2.54,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
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"reason": "capture_growth,tenant_lock_in",
"score": 47.96
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.16
},
{
"action": "rebalance_carr... | {
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"friction_profile": {
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"capital_availability": 0.237,
"demand_pressure": 0.829,
"entitlement_friction": 0.116,
"labor_shortage": 0.771,
"portfolio_tightness": 0.476,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-108880",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:40:00Z",
"trace_id": "72bcc902-32f4-4cc8-ac1a-be4d7f65ae03"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
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"authority_level": "regional",
"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": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.274,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 6.4,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-A2E1532F49",
"grid_service_limit_mw": 18.25,
"gross_sqft": 1183368,
"infill_site": true,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.549,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.57,
"cross_node_rebalancing_capacity_pct": 0.202,
"entitlement_friction": 0.163,
"nearby_nodes": 5,
"network_redundancy_score": 0.742,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1018189... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 54.4,
"dock_utilization_pct": 88.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.09,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.55,
"rent_growth_90d_pct": 2.38,
"tenant_expansion_probability": 0.668
} | {
"annualized_noi_impact_usd": 214178,
"annualized_revenue_impact_usd": 330697,
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"decision_horizon_days": 30,
"estimated_capex_usd": 424261,
"expansion_capture_probability_post_event": 0.592,
"lease_rate_change_pct": 2.27,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
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{
"action": "secure_pop_up_capacity",
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"score": 42.46
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.67
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.549,
"demand_pressure": 0.839,
"entitlement_friction": 0.163,
"labor_shortage": 0.854,
"portfolio_tightness": 0.37,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-108881",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:05:00Z",
"trace_id": "0a749f3e-1295-4e05-8fef-d556a3f1721e"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.062,
"seasonality": 0.33,
"service_... | {
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"battery_mwh": 6.95,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-49FF8BE3FA",
"grid_service_limit_mw": 10.46,
"gross_sqft": 1202480,
"infill_site": false,
"lease_expiry_months": 34,... | {
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"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.472,
"nearby_nodes": 6,
"network_redundancy_score": 0.612,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 21... | [
{
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"dock_utilization_pct": 84.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_f... | {
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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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"market_entry_score": 75,
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"rent_growth_30d_pct": 1.82,
"rent_growth_90d_pct": 3.73,
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} | {
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"expansion_capture_probability_post_event": 0.414,
"lease_rate_change_pct": 1.76,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
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{
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"reason": "capture_growth,tenant_lock_in",
"score": 40.23
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.95
},
{
"action": "shif... | {
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"demand_pressure": 0.528,
"entitlement_friction": 0.472,
"labor_shortage": 0.914,
"portfolio_tightness": 0.605,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-108882",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:12:00Z",
"trace_id": "8a58d1f0-a926-4bf3-bbe9-16a59e0ae03a"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.417,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 0.24,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 114,
"facility_id": "FAC-467DE10CB1",
"grid_service_limit_mw": 11.06,
"gross_sqft": 1143975,
"infill_site": false,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.09,
"cluster_utilization_pct": 0.967,
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"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.521,
"nearby_nodes": 7,
"network_redundancy_score": 0.558,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77,
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"rent_growth_30d_pct": 1.58,
"rent_growth_90d_pct": 2.63,
"tenant_expansion_probability": 0.16
} | {
"annualized_noi_impact_usd": -599230,
"annualized_revenue_impact_usd": -825710,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.04,
"lease_rate_change_pct": -1.89,
"occupancy_shift": -0.012,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.9
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.87
},
{
"action": "deploy_peak_sh... | {
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"demand_pressure": 0.455,
"entitlement_friction": 0.521,
"labor_shortage": 0.936,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-108883",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:49:00Z",
"trace_id": "6fa97f3a-09fe-4a39-816e-7ac35db5f052"
} | {
"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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"authority_level": "regional",
"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": "500m_1b",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.424,
"seasonality": 0.82,
"service_level_target": 0... | {
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"battery_mwh": 10.35,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-7AB11CD93C",
"grid_service_limit_mw": 23.1,
"gross_sqft": 422748,
"infill_site": true,
"lease_expiry_months": 10,
"occu... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.807,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 88.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.699,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.95,
"rent_growth_90d_pct": 3.06,
"tenant_expansion_probability": 0.549
} | {
"annualized_noi_impact_usd": 77649,
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"lease_rate_change_pct": 1.79,
"occupancy_shift": 0.026,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.18
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 28.4
},
{
"action": "... | {
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"capital_availability": 0.278,
"demand_pressure": 0.786,
"entitlement_friction": 0.347,
"labor_shortage": 0.563,
"portfolio_tightness": 0.485,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-108884",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:46:00Z",
"trace_id": "fb78bcfd-214f-4403-b2ca-96dd7d59fc1f"
} | {
"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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"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": 8.7,
"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": 0.268,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.305,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.61,
"battery_mwh": 9.94,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-975560794C",
"grid_service_limit_mw": 11.75,
"gross_sqft": 994559,
"infill_site": true,
"lease_expiry_months": 64,
"occu... | {
"capital_availability": 0.544,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.791,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.63,
"nearby_nodes": 6,
"network_redundancy_score": 0.725,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 88,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 53.7,
"dock_utilization_pct": 86.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_rate_pc... | {
"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": "high",
"forecast... | {
"build_vs_buy_score": 1.74,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.4,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 1.84,
"rent_growth_90d_pct": 1.2,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 10426,
"annualized_revenue_impact_usd": 14661,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 473099,
"expansion_capture_probability_post_event": 0.367,
"lease_rate_change_pct": -0.67,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.7
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.89
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.505,
"capital_availability": 0.544,
"demand_pressure": 0.672,
"entitlement_friction": 0.63,
"labor_shortage": 0.969,
"portfolio_tightness": 0.493,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-108885",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:33:00Z",
"trace_id": "72cfbb0e-9bac-43ec-96ac-068fd5493032"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.261,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.411,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.48,
"battery_mwh": 4.29,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 64,
"facility_id": "FAC-83772C36E5",
"grid_service_limit_mw": 14.43,
"gross_sqft": 647417,
"infill_site": false,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.654,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.782,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.849,
"nearby_nodes": 4,
"network_redundancy_score": 0.759,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 97.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 57.9,
"dock_utilization_pct": 90.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 84,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.889,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.4,
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"rent_growth_30d_pct": 4.08,
"rent_growth_90d_pct": 2.89,
"tenant_expansion_probability": 0.457
} | {
"annualized_noi_impact_usd": -10907,
"annualized_revenue_impact_usd": -16825,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 709019,
"expansion_capture_probability_post_event": 0.314,
"lease_rate_change_pct": -0.24,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.19
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.49
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.525,
"capital_availability": 0.654,
"demand_pressure": 0.847,
"entitlement_friction": 0.849,
"labor_shortage": 0.971,
"portfolio_tightness": 0.7,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-108886",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:23:00Z",
"trace_id": "87120a8f-90b7-4cc0-a8bf-aa79f3e7c455"
} | {
"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": 8.2,
"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": 0.367,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.174,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.18,
"battery_mwh": 1.33,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-27E39D5CE3",
"grid_service_limit_mw": 12.56,
"gross_sqft": 1307027,
"infill_site": false,
"lease_expiry_months": 61,... | {
"capital_availability": 0.757,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.717,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.48,
"nearby_nodes": 6,
"network_redundancy_score": 0.732,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 83.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 65.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"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": 1.85,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.6,
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"rent_growth_30d_pct": 1.53,
"rent_growth_90d_pct": 1.32,
"tenant_expansion_probability": 0.582
} | {
"annualized_noi_impact_usd": 51693,
"annualized_revenue_impact_usd": 70368,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 637455,
"expansion_capture_probability_post_event": 0.485,
"lease_rate_change_pct": 0.76,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.79
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.54
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.406,
"capital_availability": 0.757,
"demand_pressure": 0.537,
"entitlement_friction": 0.48,
"labor_shortage": 0.677,
"portfolio_tightness": 0.499,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-108887",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:20:00Z",
"trace_id": "29da4ff0-fc81-4978-bf67-7307d86307f9"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.439,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.215,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.28,
"battery_mwh": 2.85,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-1E9896C6AE",
"grid_service_limit_mw": 13.91,
"gross_sqft": 457419,
"infill_site": false,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.283,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.29,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.414,
"nearby_nodes": 8,
"network_redundancy_score": 0.614,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 91.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.2,
"dock_utilization_pct": 84.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.703,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.1,
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"rent_growth_30d_pct": 3.1,
"rent_growth_90d_pct": 2.94,
"tenant_expansion_probability": 0.727
} | {
"annualized_noi_impact_usd": 115019,
"annualized_revenue_impact_usd": 166325,
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"decision_horizon_days": 30,
"estimated_capex_usd": 674499,
"expansion_capture_probability_post_event": 0.672,
"lease_rate_change_pct": 2.43,
"occupancy_shift": 0.022,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.5
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.18
},
{
"action": "escalate_utility_intercon... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.726,
"capital_availability": 0.283,
"demand_pressure": 0.572,
"entitlement_friction": 0.414,
"labor_shortage": 0.71,
"portfolio_tightness": 0.532,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-108888",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:15:00Z",
"trace_id": "907f2d40-5c7f-49a4-b75a-c2b6969d8a9a"
} | {
"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": 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": 0.054,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.42,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.27,
"battery_mwh": 3.97,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-B25EB15AF3",
"grid_service_limit_mw": 21.37,
"gross_sqft": 1091990,
"infill_site": false,
"lease_expiry_months": 33,... | {
"capital_availability": 0.647,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.619,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.395,
"nearby_nodes": 3,
"network_redundancy_score": 0.803,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 108005... | [
{
"appointment_fill_pct": 79.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 81.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.78,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.9,
"occupancy_90d": 0.877,
"rent_growth_30d_pct": -0.2,
"rent_growth_90d_pct": 1.38,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -178903,
"annualized_revenue_impact_usd": -253701,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 45,
"estimated_capex_usd": 512646,
"expansion_capture_probability_post_event": 0.097,
"lease_rate_change_pct": -1.65,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.73
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.27
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.707,
"capital_availability": 0.647,
"demand_pressure": 0.455,
"entitlement_friction": 0.395,
"labor_shortage": 0.784,
"portfolio_tightness": 0.374,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-108889",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:19:00Z",
"trace_id": "d5d2108b-cdee-49d2-92f3-3aa47eb90ffe"
} | {
"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": "demand_pressure",
"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": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.377,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.357,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.3,
"battery_mwh": 2.25,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-5FE39D5CA9",
"grid_service_limit_mw": 16.38,
"gross_sqft": 1111995,
"infill_site": false,
"lease_expiry_months": 35,
"oc... | {
"capital_availability": 0.867,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.324,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.418,
"nearby_nodes": 5,
"network_redundancy_score": 0.491,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.4,
"dock_utilization_pct": 86.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 48.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.69,
"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": 2.05,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 3.34,
"rent_growth_90d_pct": 5.81,
"tenant_expansion_probability": 0.698
} | {
"annualized_noi_impact_usd": 371125,
"annualized_revenue_impact_usd": 477434,
"cap_rate_pressure_pct": 0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 478248,
"expansion_capture_probability_post_event": 0.664,
"lease_rate_change_pct": 4.58,
"occupancy_shift": 0.023,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 50.22
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.21
},
{
"action": "escalate_uti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.307,
"capital_availability": 0.867,
"demand_pressure": 0.694,
"entitlement_friction": 0.418,
"labor_shortage": 0.613,
"portfolio_tightness": 0.413,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-108890",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:22:00Z",
"trace_id": "1ad7da3f-85b4-4229-bbdc-14e372a4da1d"
} | {
"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": 8.2,
"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": 0.307,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.261,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.21,
"battery_mwh": 0.44,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 28,
"facility_id": "FAC-13335914CD",
"grid_service_limit_mw": 12.33,
"gross_sqft": 287137,
"infill_site": false,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.272,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.569,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.459,
"nearby_nodes": 7,
"network_redundancy_score": 0.729,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 88.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"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": 1.77,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.8,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 2.69,
"rent_growth_90d_pct": 4.27,
"tenant_expansion_probability": 0.548
} | {
"annualized_noi_impact_usd": 39792,
"annualized_revenue_impact_usd": 54766,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 394103,
"expansion_capture_probability_post_event": 0.476,
"lease_rate_change_pct": 2.96,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.49
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.82
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.272,
"demand_pressure": 0.794,
"entitlement_friction": 0.459,
"labor_shortage": 0.671,
"portfolio_tightness": 0.511,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-108891",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:31:00Z",
"trace_id": "a1639e79-077e-4163-a9fe-bcb839edc0fa"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.9,
"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": 0.368,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.246,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 7.05,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-B68B745DCE",
"grid_service_limit_mw": 20.86,
"gross_sqft": 1021173,
"infill_site": true,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.138,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.625,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.559,
"nearby_nodes": 4,
"network_redundancy_score": 0.33,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 54.8,
"dock_utilization_pct": 88,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.835,
"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": 1.59,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 2.09,
"rent_growth_90d_pct": 2.73,
"tenant_expansion_probability": 0.563
} | {
"annualized_noi_impact_usd": 57188,
"annualized_revenue_impact_usd": 94715,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 551007,
"expansion_capture_probability_post_event": 0.456,
"lease_rate_change_pct": 1.32,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.42
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.89
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.838,
"capital_availability": 0.138,
"demand_pressure": 0.757,
"entitlement_friction": 0.559,
"labor_shortage": 0.932,
"portfolio_tightness": 0.518,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-108892",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:24:00Z",
"trace_id": "1c0d811f-9616-42ad-826e-807457269b80"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"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": 0.302,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.403,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 8.41,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-F5709DC4AA",
"grid_service_limit_mw": 19.25,
"gross_sqft": 589549,
"infill_site": false,
"lease_expiry_months": 41,
"occ... | {
"capital_availability": 0.329,
"cluster_utilization_pct": 0.99,
"competitive_pressure_score": 0.339,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.534,
"nearby_nodes": 4,
"network_redundancy_score": 0.76,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1906505,... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 87.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"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": 1.89,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.8,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 2.31,
"rent_growth_90d_pct": 0.94,
"tenant_expansion_probability": 0.512
} | {
"annualized_noi_impact_usd": 17195,
"annualized_revenue_impact_usd": 28195,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 507695,
"expansion_capture_probability_post_event": 0.426,
"lease_rate_change_pct": 0.19,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.64
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.27
},
{
"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": 0.329,
"demand_pressure": 0.743,
"entitlement_friction": 0.534,
"labor_shortage": 0.606,
"portfolio_tightness": 0.509,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-108893",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:36:00Z",
"trace_id": "9b051923-651e-4ed6-8228-63319a2dcb9d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.09,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.154,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.49,
"battery_mwh": 0.55,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-E9D6F7B6A7",
"grid_service_limit_mw": 8.72,
"gross_sqft": 898177,
"infill_site": false,
"lease_expiry_months": 53,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.42,
"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.445,
"nearby_nodes": 3,
"network_redundancy_score": 0.433,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 534399,... | [
{
"appointment_fill_pct": 78.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.7,
"dock_utilization_pct": 84.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 48.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"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": 2.46,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.2,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 2.59,
"rent_growth_90d_pct": 1.82,
"tenant_expansion_probability": 0.287
} | {
"annualized_noi_impact_usd": -107676,
"annualized_revenue_impact_usd": -161529,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 30,
"estimated_capex_usd": 586968,
"expansion_capture_probability_post_event": 0.182,
"lease_rate_change_pct": -1.51,
"occupancy_shift": 0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.02
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.79
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.817,
"capital_availability": 0,
"demand_pressure": 0.509,
"entitlement_friction": 0.445,
"labor_shortage": 0.995,
"portfolio_tightness": 0.716,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.88,
"id": "FORGE-108894",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:50:00Z",
"trace_id": "f5ecce6d-4640-491f-a9df-c12b48975c82"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.068,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.362,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.56,
"battery_mwh": 3.04,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 129,
"facility_id": "FAC-C023A9DFE3",
"grid_service_limit_mw": 14.17,
"gross_sqft": 1299432,
"infill_site": true,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.414,
"cluster_utilization_pct": 0.906,
"competitive_pressure_score": 0.419,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.347,
"nearby_nodes": 5,
"network_redundancy_score": 0.399,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 54.1,
"dock_utilization_pct": 86.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 84.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.864,
"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": 2.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.4,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 2.83,
"rent_growth_90d_pct": 4.02,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": -479495,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 738341,
"expansion_capture_probability_post_event": 0.085,
"lease_rate_change_pct": -0.54,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.39
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.39
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.419,
"capital_availability": 0.414,
"demand_pressure": 0.671,
"entitlement_friction": 0.347,
"labor_shortage": 1,
"portfolio_tightness": 0.559,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-108895",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:20:00Z",
"trace_id": "b9f24690-86f8-4718-b192-a2731f225cd2"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.201,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.55,
"battery_mwh": 9.19,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-E949FE4479",
"grid_service_limit_mw": 8.63,
"gross_sqft": 726519,
"infill_site": false,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.54,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.47,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.593,
"nearby_nodes": 5,
"network_redundancy_score": 0.355,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17575... | [
{
"appointment_fill_pct": 90.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 85.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.43,
"rent_growth_90d_pct": 4.31,
"tenant_expansion_probability": 0.415
} | {
"annualized_noi_impact_usd": 73412,
"annualized_revenue_impact_usd": 100545,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 462340,
"expansion_capture_probability_post_event": 0.316,
"lease_rate_change_pct": 1.49,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.56
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.01
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"demand_pressure": 0.61,
"entitlement_friction": 0.593,
"labor_shortage": 0.816,
"portfolio_tightness": 0.628,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-108896",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:34:00Z",
"trace_id": "57104aa9-2eb1-408e-ad1c-92b66b3f4713"
} | {
"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.192,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.393,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.75,
"battery_mwh": 9.78,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-9AA237593B",
"grid_service_limit_mw": 12.79,
"gross_sqft": 402706,
"infill_site": true,
"lease_expiry_months": 43,
"occu... | {
"capital_availability": 0.523,
"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.288,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.276,
"nearby_nodes": 2,
"network_redundancy_score": 0.684,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 41... | [
{
"appointment_fill_pct": 78.4,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"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": 1.74,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.1,
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"rent_growth_30d_pct": 0.46,
"rent_growth_90d_pct": 2.53,
"tenant_expansion_probability": 0.348
} | {
"annualized_noi_impact_usd": -11852,
"annualized_revenue_impact_usd": -17951,
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"decision_horizon_days": 45,
"estimated_capex_usd": 504334,
"expansion_capture_probability_post_event": 0.261,
"lease_rate_change_pct": 0.51,
"occupancy_shift": -0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.02
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.47
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.523,
"demand_pressure": 0.537,
"entitlement_friction": 0.276,
"labor_shortage": 0.645,
"portfolio_tightness": 0.332,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-108897",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:38:00Z",
"trace_id": "7d2dbc57-e30d-4e66-b562-30a44a307410"
} | {
"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": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.393,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.131,
"seasonality": 0.33,
"service_l... | {
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"battery_mwh": 4.96,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-3CACEE29A5",
"grid_service_limit_mw": 19.92,
"gross_sqft": 616337,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.696,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.654,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.387,
"nearby_nodes": 7,
"network_redundancy_score": 0.325,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 92,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.8,
"dock_utilization_pct": 84.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 66.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.4,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 1.96,
"rent_growth_90d_pct": 4.25,
"tenant_expansion_probability": 0.611
} | {
"annualized_noi_impact_usd": 67740,
"annualized_revenue_impact_usd": 112456,
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"decision_horizon_days": 30,
"estimated_capex_usd": 520159,
"expansion_capture_probability_post_event": 0.517,
"lease_rate_change_pct": 3.24,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.23
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.69
},
{
"action": "escalate_utilit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.43,
"capital_availability": 0.696,
"demand_pressure": 0.562,
"entitlement_friction": 0.387,
"labor_shortage": 0.654,
"portfolio_tightness": 0.527,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-108898",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:58:00Z",
"trace_id": "585c6767-56dd-4994-9377-dbaf9411c28a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.284,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.085,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.62,
"battery_mwh": 10.32,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-103595FF6D",
"grid_service_limit_mw": 11.21,
"gross_sqft": 461927,
"infill_site": true,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.116,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.513,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.325,
"nearby_nodes": 5,
"network_redundancy_score": 0.74,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.7,
"dock_utilization_pct": 85.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"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": 1.65,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.7,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 1.51,
"rent_growth_90d_pct": 0.34,
"tenant_expansion_probability": 0.491
} | {
"annualized_noi_impact_usd": 12634,
"annualized_revenue_impact_usd": 21539,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 328979,
"expansion_capture_probability_post_event": 0.423,
"lease_rate_change_pct": 0,
"occupancy_shift": 0.02,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.8
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.23
},
{
"action": "offer_preemptive... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.676,
"capital_availability": 0.116,
"demand_pressure": 0.655,
"entitlement_friction": 0.325,
"labor_shortage": 0.6,
"portfolio_tightness": 0.447,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-108899",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:31:00Z",
"trace_id": "f7c04032-d2e2-44af-a55c-2528908f68a4"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.389,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.345,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.36,
"battery_mwh": 11.89,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-1F967F874F",
"grid_service_limit_mw": 27.26,
"gross_sqft": 331230,
"infill_site": false,
"lease_expiry_months": 16,
"oc... | {
"capital_availability": 0.311,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.654,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.679,
"nearby_nodes": 2,
"network_redundancy_score": 0.862,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.9,
"dock_utilization_pct": 89.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.835,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.19,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.6,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 2.95,
"rent_growth_90d_pct": 2.94,
"tenant_expansion_probability": 0.612
} | {
"annualized_noi_impact_usd": 31151,
"annualized_revenue_impact_usd": 52625,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 668706,
"expansion_capture_probability_post_event": 0.498,
"lease_rate_change_pct": 1.59,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.32
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.04
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.364,
"capital_availability": 0.311,
"demand_pressure": 0.815,
"entitlement_friction": 0.679,
"labor_shortage": 0.819,
"portfolio_tightness": 0.525,
... |
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